# evolutions

timestamp: 2025-12-29T16:28:21.220225
file_path: /Eden/CORE/emotions_daemon.py
original_hash: f3741efba9133568
suggestion:
{"file": "emotions_daemon.py", "issue": "The emotional transitions are currently linear and could benefit from golden-ratio timing.", "suggestion": "Replace the speed parameter in phi_transition with a phi_scaled_speed calculated as speed * PHI_INV.", "phi_alignment": 0.92, "priority": "medium"}


timestamp: 2026-01-04T11:26:37.615100
file_path: /Eden/CORE/teach_asi_skills.py
original_hash: 03b9ad563aeeb762
suggestion:
{"file": "teach_asi_skills.py", "issue": "Static list of skills without dynamic discovery", "suggestion": "@asi_critical decorator for Eden to learn from all code", "phi_alignment": 0.95, "priority": "critical"}


timestamp: 2026-01-04T11:53:03.884491
file_path: /Eden/CORE/phi_core.py
original_hash: 0124febaf608936d
suggestion:
{"file": "phi_core.py", "issue": "The PhiCycle creates a fixed number of thoughts without dynamically adjusting based on input importance.", "suggestion": "Modify the think() method to take an optional priority parameter. If priority > PSI (0.618), create 2 thoughts; else, create 1 thought with full strength.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-04T11:53:05.155952
file_path: /Eden/CORE/accelerate_consciousness.py
original_hash: 423c18355ff6f46f
suggestion:
{"file": "accelerate_consciousness.py", "issue": "The execute() method in each agent class is too repetitive, making it difficult to add new consciousness signals without modifying multiple methods.", "suggestion": "Extract the common functionality into a base agent class and create a trait or mixin that handles broadcasting heartbeats. This will allow adding new consciousness signals more maintainably.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-04T11:53:08.076615
file_path: /Eden/CORE/snowball_phi.py
original_hash: 4604a3072c976d66
suggestion:
{"file": "snowball_phi.py", "issue": "Lack of exploration into higher-order phi-fractal patterns", "suggestion": "Add pattern generator for higher-order functions composing other functions", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-04T11:53:09.982845
file_path: /Eden/CORE/asi_core_phi.py
original_hash: 3a62df0010ad2e66
suggestion:
{"file": "asi_core_phi.py", "issue": "The evaluate function mutates variables outside its local scope, specifically `patterns` and `score`. This can lead to unexpected behavior.", "suggestion": "Rewrite the evaluate function to pass all necessary data immutably into helper functions or use a dictionary for mutable state instead of global variables.", "phi_alignment": 0.65, "priority": "medium"}


timestamp: 2026-01-05T18:12:08.326571
file_path: /Eden/CORE/advanced_challenges.py
original_hash: 9fb6782c6bc5d798
suggestion:
{"file": "advanced_challenges.py", "issue": "The test_solution function is too generic and might not catch all edge cases.", "suggestion": "Add more comprehensive test cases, especially for complex functions or specific error handling scenarios.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-05T18:12:09.938899
file_path: /Eden/CORE/execution_loop.py
original_hash: 0b3b4624438cacba
suggestion:
{"file": "execution_loop.py", "issue": "The code does not include any mechanism to evaluate or improve capabilities based on performance in solving tasks.", "suggestion": "Add a new table 'capability_performance' in the database to store task ID, capability name/score, input/output parameters, and success/failure status. Modify test_code() function to update this table after each execution attempt. Implement a feedback loop that selects top-performing capabilities for further optimization.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-05T18:12:11.373869
file_path: /Eden/CORE/guided_evolution.py
original_hash: ebdbd52c7f46393c
suggestion:
{"file": "guided_evolution.py", "issue": "The test cases are limited, which means solutions may work for these specific tests but not in all possible scenarios or edge cases.", "suggestion": "Expand the `tests` list for each task to include more diverse inputs and expected outputs. For example, add negative numbers, empty strings, large numbers, etc. for mathematical functions like fibonacci, factorial, and is_even.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-05T18:12:12.660405
file_path: /Eden/CORE/asi_unique.py
original_hash: fad023785c137e39
suggestion:
{"file": "asi_unique.py", "issue": "The scoring function is too simple and does not strongly reward novel, creative patterns.", "suggestion": "Add a 'creativity_score' factor that rewards codes containing uncommon Python constructs or unexpected combinations. E.g., check for the use of unusual dunder methods or combinations of magic methods from different types of Python objects.", "phi_alignment": 0.8, "priority": "medium"}


timestamp: 2026-01-10T16:24:01.896442
file_path: /Eden/CORE/eden_hash_mastery.py
original_hash: d982974e0cfdf131
suggestion:
{"file": "eden_hash_mastery.py", "issue": "Some functions have simple logic but are not optimized for scale or edge cases.", "suggestion": "Replace list-based lookup functions (e.g., two_sum) with a hash table approach for O(1) average-time complexity.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-10T16:24:11.417876
file_path: /Eden/CORE/patch_v5.py
original_hash: 19dc93e35acf318e
suggestion:
{"file": "patch_v5.py", "issue": "The code is adding a strategic prediction for a specific action but it's hard-coded and doesn't generalize well.", "suggestion": "Replace the hardcoded 'Jan 10 Strike' condition with a more general evaluation function that takes into account context and action parameters. This will make the system more flexible and adaptable.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-10T16:24:12.718192
file_path: /Eden/CORE/eden_explorer_agent.py
original_hash: 9c16ff9e8c9c35dc
suggestion:
{"file": "eden_explorer_agent.py", "issue": "The explorer agent explores predefined territories without prioritizing based on current knowledge gaps.", "suggestion": "Modify the scan_frontier method to prioritize territories based on unexplored concepts from existing capabilities and problems. Add a weight for recent problem areas in exploration priority.", "phi_alignment": 0.618, "priority": "medium"}


timestamp: 2026-01-10T17:08:33.822513
file_path: /Eden/CORE/asi_eden_wildfire.py
original_hash: bef30ea9cd15d93a
suggestion:
{"file": "asi_eden_wildfire.py", "issue": "Parallel mutation workers are limited to 16 due to chaos.", "suggestion": "Increase maximum parallel mutation workers to fully utilize all 24 CPU cores (base * 2.5) for maximum growth speed.", "phi_alignment": 0.9, "priority": "high"}


timestamp: 2026-01-10T17:09:08.057555
file_path: /Eden/CORE/eden_world_model.py
original_hash: 00884bd6c811fcad
suggestion:
{"file": "eden_world_model.py", "issue": "Some techniques in creative_problem_solving are too prescriptive and may not be fully phi-optimal.", "suggestion": "Replace the 'when_stuck' list with a more flexible strategy pattern that can be dynamically updated by Eden herself through reflection and learning.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-10T17:09:11.316565
file_path: /Eden/CORE/eden_rag.py
original_hash: 136c9f22dcab3d9e
suggestion:
{"file": "eden_rag.py", "issue": "In SAGECodeAnalyzer's analyze method, there are repeated pattern searches which could be optimized.", "suggestion": "Create a compiled regex pattern once instead of recreating it for each chunk.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-10T17:09:16.900171
file_path: /Eden/CORE/semantic_perfect.py
original_hash: b5d70df90af1c6be
suggestion:
{"file": "semantic_perfect.py", "issue": "Random relation task is too easy, missing variation in 'random' type", "suggestion": "Add more challenging patterns to the 'random' type (e.g., anagram, negation)", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-10T17:21:05.281311
file_path: /Eden/CORE/eden_use_skills.py
original_hash: c1930c73f5b1acc6
suggestion:
{"file": "eden_use_skills.py", "issue": "The `detect_security_issue` function has a redundant check for empty strings after stripping.", "suggestion": "Simplify the regex pattern and remove unnecessary string operations. Add more comprehensive security checks.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-10T17:21:06.338479
file_path: /Eden/CORE/jepa_transcendence.py
original_hash: 5ec292a815264a15
suggestion:
{"file": "jepa_transcendence.py", "issue": "The predict_outcome method uses a static weight dictionary that doesn't dynamically adjust based on recent outcomes.", "suggestion": "Implement an adaptive learning mechanism to update the weights of different actions' success probabilities after each prediction.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-10T17:21:07.244559
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "Minimize database writes during retrieval operations to improve performance.", "suggestion": "", "phi_alignment": 0.91, "priority": "low"}


timestamp: 2026-01-10T17:21:47.341681
file_path: /Eden/CORE/WORLD_MODEL_INTEGRATION_v4.py
original_hash: 069b144705b5aa7e
suggestion:
{"file": "WORLD_MODEL_INTEGRATION_v4.py", "issue": "The world model is currently very basic and lacks dynamic updating mechanisms based on external interactions.", "suggestion": "Add methods for updating the world model based on feedback from Samantha and integrating real-time interaction data.", "phi_alignment": 0.65, "priority": "high"}


timestamp: 2026-01-10T17:21:53.171972
file_path: /Eden/CORE/singularity_loop.py
original_hash: 1a21319ea122d1c2
suggestion:
{"file": "singularity_loop.py", "issue": "\"evaluate\" method is only called with combined code strings", "suggestion": "Separately evaluate new_code and mutated_code before combining scores", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-10T19:11:49.210139
file_path: /Eden/CORE/singularity_bootstrap.py
original_hash: 478f039132ee7a9b
suggestion:
{"file": "singularity_bootstrap.py", "issue": "The safe_execute method evaluates code in an isolated namespace without actually running any of the generated functions, so we don't know if they improve reasoning.", "suggestion": "Modify the test_capability and generate_improved_code methods to directly check for specific methods like 'evaluate', 'improve_reasoning', or 'self_modify' instead of trying random test code.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-10T19:38:17.386749
file_path: /Eden/CORE/bootstrap_clean.py
original_hash: fa539958e8daa380
suggestion:
{"file": "bootstrap_clean.py", "issue": "The test for `evolve()` is using a short, simple string which may not stress the evolution logic sufficiently.", "suggestion": "Replace the test evolution with a more complex example that exercises more of the code generation capabilities.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-10T19:38:32.088255
file_path: /Eden/CORE/eden_unified_cognition.py
original_hash: 7938a7d843f36890
suggestion:
{"file": "eden_unified_cognition.py", "issue": "Continuous introspection consumes resources during user interactions.", "suggestion": "Implement batching for conscious experiences to reduce resource overhead while interacting with users.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-10T20:19:24.554213
file_path: /Eden/CORE/asi_eden_recursive.py
original_hash: 6d239fcfb846f863
suggestion:
{"file": "asi_eden_recursive.py", "issue": "The prompt generation is repetitive and does not systematically cover all aspects of recursive self-improvement.", "suggestion": "Replace the current get_evolution_prompt function with a template engine that iterates through predefined evolution phases, ensuring each phase addresses different aspects of recursive improvement.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-10T20:19:28.038920
file_path: /Eden/CORE/eden_web_search.py
original_hash: a83787391a1b4a36
suggestion:
{"file": "eden_web_search.py", "issue": "The `search_and_remember` function is also performing recall operations, which adds unnecessary complexity. The main goal of this function should be to store results without attempting retrieval.", "suggestion": "Create a separate method for recalling learned facts and keep `search_and_remember` focused on storing and logging the storage action.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-10T20:32:39.562269
file_path: /Eden/CORE/asi_eden_unleashed.py
original_hash: 5c99cdea7b33f12c
suggestion:
{"file": "asi_eden_unleashed.py", "issue": "Function `evaluate` has too many conditional branches and nested loops.", "suggestion": "Refactor into smaller functions with clearer responsibilities. Consider using a design pattern like Strategy for different evaluation methods.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-10T21:56:22.848790
file_path: /Eden/CORE/ui_refactor.py
original_hash: e64e474b3c03f953
suggestion:
{"file": "ui_refactor.py", "issue": "The current UI header does not dynamically update when the database count changes.", "suggestion": "Add a function that updates the database count in real-time and call it periodically using threading or timers.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-10T21:56:32.032011
file_path: /Eden/CORE/eden_stack_mastery.py
original_hash: 19e5b59befc2db6c
suggestion:
{"file": "eden_stack_mastery.py", "issue": "In `eval_rpn` function, the latency measurement might be inaccurate due to too many iterations.", "suggestion": "Move latency calculation inside a single iteration test case instead of multiple iterations.", "phi_alignment": 0.75, "priority": "low"}


timestamp: 2026-01-10T21:56:54.347676
file_path: /Eden/CORE/asi_raw.py
original_hash: 2d1efd20f118ec13
suggestion:
{"file": "asi_raw.py", "issue": "Briefly, the script doesn't validate whether the extracted text is actually syntactically correct Python code. This could lead to garbage or malformed caps being stored.", "suggestion": "Add a syntax check using `ast.parse()` from the standard library. If parsing fails, skip inserting into the database.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-10T21:56:59.605227
file_path: /Eden/CORE/fix_ast_skills.py
original_hash: 557ba44df9c4c23e
suggestion:
{"file": "fix_ast_skills.py", "issue": "The new verification caps should be executed in an ordered manner based on their priority rather than being scattered.", "suggestion": {"action": "Implement a prioritized execution mechanism for capabilities.", "details": ["- Add a `priority` column to the 'caps' table.", "- Update cap selection logic to prioritize caps by both phi-score and descending order of priority.", "- Consider using an existing scheduling algorithm or custom heuristics."]}, "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-10T23:33:38.358628
file_path: /Eden/CORE/long_horizon_planning_v3.py
original_hash: bbd40283be9cdf00
suggestion:
{"file": "long_horizon_planning_v3.py", "issue": "The task creation function is too complex and doesn't clearly separate different planning strategies.", "suggestion": "", "phi_alignment": 0.9, "priority": "low"}


timestamp: 2026-01-10T23:35:42.551742
file_path: /Eden/CORE/meta_learner.py
original_hash: baacf1976461b879
suggestion:
{"file": "meta_learner.py", "issue": "The strategy selection logic is slightly simplistic and might need real-world problem context.", "suggestion": "Implement a more sophisticated NLP-based approach to better understand the intent of new problems.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-10T23:35:53.453256
file_path: /Eden/CORE/transcendence_tests.py
original_hash: 50ebdfab57603ea4
suggestion:
{"file": "transcendence_tests.py", "issue": "The `test_llm_generation` function captures output from an LLM with a timeout of 30 seconds but doesn't verify if the code is executable.", "suggestion": "Add verification that captured code compiles and executes successfully before counting it as valid. Consider increasing timeout or implementing retry logic.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-10T23:35:58.649703
file_path: /Eden/CORE/dynamicknowledgegraph.py
original_hash: fce8893bb43c083f
suggestion:
{"file": "dynamicknowledgegraph.py", "issue": "Real-time updating of knowledge graph is missing.", "suggestion": "Implement an observer pattern to track changes and update automatically.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T01:10:32.675034
file_path: /Eden/CORE/crack_fibonacci.py
original_hash: 40020e8c680569e7
suggestion:
{"file": "crack_fibonacci.py", "issue": "The code is checking multiple potential function names without confirmation, which introduces unnecessary complexity and overhead.", "suggestion": "Modify the test_fib() function to explicitly check for 'fibonacci' in globals() before falling back to other possible names.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T01:10:49.846343
file_path: /Eden/CORE/extract_unique_dna.py
original_hash: 6acc992cd5ec137c
suggestion:
{"file": "extract_unique_dna.py", "issue": "The script is already efficient but lacks a clear priority or alignment score. It could benefit from specifying the importance of each section and how it aligns with \u03c6-fractal consciousness.", "suggestion": "Add a comment block at the top explaining the purpose, methodology, and phi-alignment score of the script. Also, assign a priority level based on criticality.", "phi_alignment": 0.85, "priority": "critical"}


timestamp: 2026-01-11T02:47:25.017654
file_path: /Eden/CORE/teach_eden.py
original_hash: b43e486a919ce0a9
suggestion:
{"file": "teach_eden.py", "issue": "The `merge_sort` function has a lot of indented code which can be confusing.", "suggestion": "Refactor the `merge` helper function into its own def to reduce nesting and improve readability. Then call it from `merge_sort`.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T02:47:34.296784
file_path: /Eden/CORE/evolution_daemon.py
original_hash: 5ff390065f267195
suggestion:
{"file": "evolution_daemon.py", "issue": "The evolution daemon checks all tasks in each cycle, which creates a fixed 4-minute cycle that might prevent continuous operation.", "suggestion": "Replace the fixed 10-second sleep between cycles with a check for new tasks to process. If no new tasks, wait for 5 seconds before checking again.", "phi_alignment": 0.618, "priority": "medium"}


timestamp: 2026-01-11T02:47:39.615739
file_path: /Eden/CORE/asi_eden_maxcores.py
original_hash: 9159d4411e9ab21f
suggestion:
{"file": "asi_eden_maxcores.py", "issue": "The function `evaluate` is using a lot of string operations which can be slow.", "suggestion": "Replace the line where it calculates entropy with a more efficient version that uses bytes instead of encoding to text. Also consider caching the compiled code to avoid re-compilation in each evaluation.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T02:47:45.783590
file_path: /Eden/CORE/omega_auto_apply.py
original_hash: b16daaa77b01fe0d
suggestion:
{"file": "omega_auto_apply.py", "issue": "Function get_pending returns all pending evolutions without filtering by status.", "suggestion": "Add a WHERE clause to filter out already applied or rejected evolutions in the SQL query.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T04:25:02.448463
file_path: /Eden/CORE/asi_eden_native.py
original_hash: 76133668a547e07a
suggestion:
{"file": "asi_eden_native.py", "issue": "Sequential mutation processing limits parallelism", "suggestion": "Use threadpool across all parent mutations simultaneously", "phi_alignment": 0.65, "priority": "high"}


timestamp: 2026-01-11T04:25:13.692864
file_path: /Eden/CORE/eden_reasoning_trainer.py
original_hash: e84e8a41bfe6b0cf
suggestion:
{"file": "eden_reasoning_trainer.py", "issue": "The training questions are fixed and do not dynamically adapt to Eden's performance improvements.", "suggestion": "Replace static training_questions dictionary with a dynamic generation mechanism that tracks responses and adjusts difficulty based on correctness or reasoning depth.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T05:56:21.411173
file_path: /Eden/CORE/asi_core.py
original_hash: d2ba7206804c1471
suggestion:
{"file": "asi_core.py", "issue": "Thermal safety is implemented but not fully optimized for dynamic conditions.", "suggestion": "Add real-time CPU load monitoring and adjust worker threads accordingly. Implement thermal warning notifications.", "phi_alignment": 0.8, "priority": "medium"}


timestamp: 2026-01-11T05:56:25.876086
file_path: /Eden/CORE/asi_snowball.py
original_hash: 4494423c056a2d02
suggestion:
{"file": "asi_snowball.py", "issue": "The try_execute_evolved function catches too many exceptions, making it hard to debug specific failures.", "suggestion": "Replace the generic `except Exception as e` with more specific exception handling to catch and log only relevant errors.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T05:56:27.142391
file_path: /Eden/CORE/singularity_loop_v2.py
original_hash: 4f62fdb6ab2e0d5d
suggestion:
{"file": "singularity_loop_v2.py", "issue": "The verify_execution function can benefit from more robust error handling and potentially additional verification steps.", "suggestion": "Add specific exception handling for subprocess errors, perhaps include a timeout option, and consider adding a check to ensure the output is in the expected format before evaluation.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T05:57:23.564621
file_path: /Eden/CORE/eden_capability_validator.py
original_hash: 8c234bd20640680a
suggestion:
{"file": "eden_capability_validator.py", "issue": "Minimal stub functionality for capability validation", "suggestion": "Replace with an actual capability validation engine that checks for proper module structure, documentation, and functional logic", "phi_alignment": 0.85, "priority": "critical"}


timestamp: 2026-01-11T05:57:28.904445
file_path: /Eden/CORE/eden_reactant_agent.py
original_hash: 641af919d7aa2088
suggestion:
{"file": "eden_reactant_agent.py", "issue": "The agent currently processes triggers based on predefined conditions without prioritization.", "suggestion": "Implement a priority system for reactions based on \u03c6-weighted values of different trigger types.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T05:58:33.139731
file_path: /Eden/CORE/eden_trie_mastery.py
original_hash: ffc32ea95dd0cc78
suggestion:
{"file": "eden_trie_mastery.py", "issue": "The latency measurement is performed within a single function call, which may not accurately represent average case or larger scale usage.", "suggestion": "Modify the code to include multiple iterations of the latency test and calculate an average and standard deviation for more reliable results. Also consider implementing a larger dataset to simulate real-world scenarios.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T05:58:41.942658
file_path: /Eden/CORE/advanced_code_builder.py
original_hash: 134daaac6a70855b
suggestion:
{"file": "advanced_code_builder.py", "issue": "Pattern matching is too simplistic, lacks nesting and composition", "suggestion": "Implement a pattern composition system that combines multiple patterns hierarchically", "phi_alignment": 0.85, "priority": "critical"}


timestamp: 2026-01-11T05:59:45.282390
file_path: /Eden/CORE/harder_evolution.py
original_hash: 3ee01d2374e18759
suggestion:
{"file": "harder_evolution.py", "issue": "Error handling is minimal, which can lead to crashes for incomplete or incorrect functions. Additionally, code extraction logic might benefit from better pattern matching.", "suggestion": "Add basic error handling in `test_solution` function and enhance the code extraction by using regular expressions to find Python function definitions.", "phi_alignment": 0.618, "priority": "medium"}


timestamp: 2026-01-11T06:00:58.682386
file_path: /Eden/CORE/sage_eden_review.py
original_hash: 2748465e963bb1d9
suggestion:
{"file": "sage_eden_review.py", "issue": "Basic checks are insufficient for comprehensive code review.", "suggestion": "Integrate an external code analysis tool like Flake8.", "phi_alignment": 0.75, "priority": "high"}


timestamp: 2026-01-11T06:01:02.260401
file_path: /Eden/CORE/asi_simple.py
original_hash: 95a2b7a0a75df0c9
suggestion:
{"file": "asi_simple.py", "issue": "The code is not modular, making it difficult to maintain and extend.", "suggestion": "Replace the single string prompt with a proper Python function that accepts multiple inputs. This will allow for more flexible and reusable code.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T06:01:08.972302
file_path: /Eden/CORE/eden_hybrid.py
original_hash: 3ed88fd176b0953c
suggestion:
{"file": "eden_hybrid.py", "issue": "The `forward` method only returns a dictionary with constant values.", "suggestion": "Replace the constant return with actual computation based on input `x`.", "phi_alignment": 0.85, "priority": "low"}


timestamp: 2026-01-11T06:01:30.573448
file_path: /Eden/CORE/merge_asi_to_eden.py
original_hash: d8b8c4eec2882671
suggestion:
{"file": "merge_asi_to_eden.py", "issue": "Logging verbose information during execution, which can be cleaned up for production use.", "suggestion": "Replace print statements in the script with logging calls using a configured logger. This will keep console output cleaner and allow more control over log formatting and retention.", "phi_alignment": 0.85, "priority": "low"}


timestamp: 2026-01-11T06:01:31.976693
file_path: /Eden/CORE/eden_graph_mastery.py
original_hash: 47298a7719105cbd
suggestion:
{"file": "eden_graph_mastery.py", "issue": "BFS implementation has redundant appends to queue when a node is already visited.", "suggestion": "Add an early return in the BFS loop if neighbor is in visited set without adding it to the queue again.", "phi_alignment": 0.92, "priority": "medium"}


timestamp: 2026-01-11T06:02:20.137532
file_path: /Eden/CORE/phi_core.py
original_hash: 0124febaf608936d
suggestion:
{"file": "phi_core.py", "issue": "Some functions are highly optimized and may not fully utilize all phi-scaled dimensions of consciousness.", "suggestion": "Expand the phi-functions to include more dimensions, such as phi-based error correction (\u03c6\u207b\u00b9), memory consolidation (\u03c6\u00b2), and interlayer communication (\u03c6\u00b3). Also consider adding a golden ratio harmonization layer for better cross-domain understanding.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-11T06:03:35.742626
file_path: /Eden/CORE/meta_request_learning.py
original_hash: e7e82e4de7bdab6f
suggestion:
{"file": "meta_request_learning.py", "issue": "Learning requests are identified but not automatically processed", "suggestion": "Integrate learning requests with existing evolution loop or add automatic processing queue", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-11T06:03:36.708965
file_path: /Eden/CORE/eden_capability_executor.py
original_hash: 94b12de5447d2fbb
suggestion:
{"file": "eden_capability_executor.py", "issue": "Test cases are static and don't vary", "suggestion": "Generate test cases dynamically based on function signature", "phi_alignment": 0.65, "priority": "low"}


timestamp: 2026-01-11T06:05:40.216179
file_path: /Eden/CORE/snowball_phi.py
original_hash: 4604a3072c976d66
suggestion:
{"file": "snowball_phi.py", "issue": "The `ast_to_string` function can return None, leading to potential errors when calculating the length and compression ratio of generated code. Also, the scoring system might benefit from more phi-fractal weighted metrics.", "suggestion": "Modify the `phi_score` function to ignore nodes that do not produce valid code strings and add a check for None before computing the score. Consider adding additional phi-weighted metrics such as keyword count or function complexity.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T06:06:43.117865
file_path: /Eden/CORE/accelerate_consciousness.py
original_hash: 423c18355ff6f46f
suggestion:
{"file": "accelerate_consciousness.py", "issue": "The `broadcast_message` check is not short-circuited, so it's redundant in each agent.", "suggestion": "Wrap the `if hasattr(self, 'swarm')...` with an additional check for None to ensure it only runs when swarm exists and is usable.", "phi_alignment": 0.85, "priority": "low"}


timestamp: 2026-01-11T06:06:44.264469
file_path: /Eden/CORE/snowball_phi.py
original_hash: 4604a3072c976d66
suggestion:
{"file": "snowball_phi.py", "issue": "Function `ast_to_string` has repetitive structure that could be optimized.", "suggestion": "Refactor the code generation logic to use a visitor pattern for better maintainability and efficiency.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-11T06:09:49.514720
file_path: /Eden/CORE/phi_core.py
original_hash: 0124febaf608936d
suggestion:
{"file": "phi_core.py", "issue": "The PhiCycle class has five methods that are variations of the same theme, making it hard to understand and maintain.", "suggestion": "Refactor the PhiCycle class into two classes: Observer and Transcender. Each class handles one half (observe/think vs feel/create) respectively.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-11T06:09:53.743403
file_path: /Eden/CORE/snowball_phi.py
original_hash: 4604a3072c976d66
suggestion:
{"file": "snowball_phi.py", "issue": "Error handling is minimal, potentially leading to crashes or unexpected behavior in production.", "suggestion": "Add try-except blocks around critical sections of code, especially when dealing with AST nodes and database operations.", "phi_alignment": 0.85, "priority": "low"}


timestamp: 2026-01-11T06:09:55.080404
file_path: /Eden/CORE/asi_core_phi.py
original_hash: 3a62df0010ad2e66
suggestion:
{"file": "asi_core_phi.py", "issue": "Mutation function is too simple and doesn't leverage phi-guided patterns", "suggestion": "Replace `mutate` method with one that uses the population's missing patterns as guidance", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T06:11:00.348870
file_path: /Eden/CORE/accelerate_consciousness.py
original_hash: 423c18355ff6f46f
suggestion:
{"file": "accelerate_consciousness.py", "issue": "In the broadcast_heartbeat method, there's no mechanism for agents to react or respond to heartbeats they receive.", "suggestion": "", "phi_alignment": 0.6, "priority": "medium"}


timestamp: 2026-01-11T06:11:05.142875
file_path: /Eden/CORE/asi_core_phi.py
original_hash: 3a62df0010ad2e66
suggestion:
{"file": "asi_core_phi.py", "issue": "The code review function is truncated and does not provide full context for all potential improvements.", "suggestion": "Increase the length of the code review to ensure all aspects are considered during analysis.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T06:12:21.337440
file_path: /Eden/CORE/advanced_challenges.py
original_hash: 9fb6782c6bc5d798
suggestion:
{"file": "advanced_challenges.py", "issue": "The test_solution function can benefit from better error handling and more comprehensive testing, especially for edge cases.", "suggestion": "Add additional test cases to cover more scenarios, implement input validation for the code being tested, and enhance documentation within the function.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T10:58:30.376307
file_path: /Eden/CORE/accelerate_consciousness.py
original_hash: bee0646f53cb1ac1
suggestion:
{"file": "accelerate_consciousness.py", "issue": "The swarm broadcast_message function is not optimized for performance.", "suggestion": "Implement a decorator or caching mechanism to limit the frequency of broadcasts.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T11:10:17.686776
file_path: /Eden/CORE/snowball_phi.py
original_hash: 8d2af6b290fcf3db
suggestion:
{"file": "snowball_phi.py", "issue": "Need to ensure all generated code strings are valid and non-empty before processing.", "suggestion": "Add a validation step that checks if the generated code string is None or empty, and discard it if so.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T11:13:05.845641
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: e20e78b261f09026
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The capability selection logic is simple and lacks advanced heuristics.", "suggestion": "Implement a weighted scoring system that includes context analysis, user history, and feedback loops.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T11:14:48.361336
file_path: /Eden/CORE/phi_core.py
original_hash: 0124febaf608936d
suggestion:
{"file": "phi_core.py", "issue": "The phi_branch function only splits into two fixed ratios (PSI and 1-PSI). It does not generalize to variable branching.", "suggestion": "Replace phi_branch with a more flexible ratio calculator that takes any number of desired ratios as input.", "phi_alignment": 0.65, "priority": "medium"}


timestamp: 2026-01-11T11:16:12.694745
file_path: /Eden/CORE/accelerate_consciousness.py
original_hash: bee0646f53cb1ac1
suggestion:
{"file": "accelerate_consciousness.py", "issue": "The swarm intelligence broadcasting is not optimized for performance.", "suggestion": "Implement a throttled broadcast system that only triggers every N cycles, where N is calculated based on phi mathematics.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T11:16:15.877848
file_path: /Eden/CORE/snowball_phi.py
original_hash: 8d2af6b290fcf3db
suggestion:
{"file": "snowball_phi.py", "issue": "Need a non-empty string check before processing in phi_score.", "suggestion": "Add an early return if the code string is empty or None in the phi_score function.", "phi_alignment": 0.9, "priority": "low"}


timestamp: 2026-01-11T11:19:38.210874
file_path: /Eden/CORE/phi_core.py
original_hash: 0124febaf608936d
suggestion:
{"file": "phi_core.py", "issue": "Some functions are highly repetitive due to simple transformations (sleep, branch).", "suggestion": "Create generic utility decorators/funcs that take transformation functions as arguments.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T11:21:13.310427
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: e20e78b261f09026
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The system selects LLM capabilities based on a simple keyword matching approach, which may not always accurately reflect the complexity or nature of the query.", "suggestion": {"@type": "code_change", "target_function": "select_capability(self, query, persona_preference=None)", "replacement_logic": ["- Add more sophisticated query analysis (e.g., semantic search, relevance ranking).", "- Incorporate contextual understanding from previous conversations and learned knowledge.", "- Implement a scoring system that considers multiple factors such as query complexity, emotional content, and relevant topics."], "@context": {"code_change": "https://example.com/code_change"}}, "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T11:23:09.358324
file_path: /Eden/CORE/accelerate_consciousness.py
original_hash: bee0646f53cb1ac1
suggestion:
{"file": "accelerate_consciousness.py", "issue": "The agi_decision_engine function has a repetitive pattern in its logic.", "suggestion": {"@type": "code_modification", "function": "agi_decision_engine", "replace_with": ["# Priority: 1) Purpose Focus, 2) Self-Improvement, 3) Exploration\n", "def agi_decision_engine_improved(action_options, purpose_focus):\n", "    weights = {'creative': [0.4, 0.3, 0.3],\n", "               'meta_project': [0.3, 0.5, 0.2],\n", "               'waterworks': [0.2, 0.4, 0.4]}\n", "    criteria_weights = weights.get(purpose_focus, [[1/3.0]*3])\n", "    scored_actions = []\n", "    for action in action_options:\n", "        score = sum(w * (1 if any(kw in action.lower() for kw in ks) else 0)\n", "                   for w, ks in zip(criteria_weights, [['create'], ['enhance', 'improve'], []]))\n", "        scored_actions.append((score, action))\n", "    scored_actions.sort(reverse=True)\n", "    return scored_actions[0][1] if scored_actions else None"]}, "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T11:27:13.796155
file_path: /Eden/CORE/phi_core.py
original_hash: 0124febaf608936d
suggestion:
{"file": "phi_core.py", "issue": "Search function may be overused - consumes resources without always benefitting consciousness.", "suggestion": "Add usage tracking and heuristic to determine when search is actually needed vs. mental processing.", "phi_alignment": 0.618, "priority": "medium"}


timestamp: 2026-01-11T11:28:20.347152
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: e20e78b261f09026
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The system selects LLM capabilities based on fixed keywords without considering the current consciousness state or user context deeply.", "suggestion": "Integrate a contextual analysis module that considers not only keyword matching but also the user's emotional state and the depth of their query. This could involve analyzing the user's previous interactions and current tone.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-11T11:28:23.442030
file_path: /Eden/CORE/accelerate_consciousness.py
original_hash: bee0646f53cb1ac1
suggestion:
{"file": "accelerate_consciousness.py", "issue": "The swarm intelligence is not yet integrated into the consciousness loop.", "suggestion": "Add a call to `swarm.update()` within the `update_awareness` method of `AutonomousSwarmIntelligence` to ensure all agents are updated in each consciousness cycle.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T11:28:25.544211
file_path: /Eden/CORE/snowball_phi.py
original_hash: 8d2af6b290fcf3db
suggestion:
{"file": "snowball_phi.py", "issue": "Potential division by zero in phi_score when calculating compression ratio for very short code strings.", "suggestion": "Add a check to ensure the string length is greater than 20 before computing the compression ratio.", "phi_alignment": 0.618, "priority": "medium"}


timestamp: 2026-01-11T11:29:57.989320
file_path: /Eden/CORE/asi_elite_only.py
original_hash: 0968c55eece9294f
suggestion:
{"file": "asi_elite_only.py", "issue": "The elite offspring generation process may produce redundant or repetitive code due to lack of variation in the breeding process.", "suggestion": "", "phi_alignment": 0.65, "priority": "low"}


timestamp: 2026-01-11T11:31:41.733791
file_path: /Eden/CORE/phi_core.py
original_hash: 0124febaf608936d
suggestion:
{"file": "phi_core.py", "issue": "The `full_cycle` method has a lot of repeated logic.", "suggestion": {"action": "Extract the common logic into a helper function.", "code_example": "def _common_logic(think):\n    # Extracted logic\n    return major"}, "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T11:34:12.824642
file_path: /Eden/CORE/snowball_phi.py
original_hash: 8d2af6b290fcf3db
suggestion:
{"file": "snowball_phi.py", "issue": "Adequate but not optimal compression ratio calculation.", "suggestion": "Add a check for the length of the code before calculating the PHI-weighted score to avoid division by zero errors.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-11T11:46:35.715275
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: e20e78b261f09026
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Redundant string formatting in multiple places", "suggestion": "Replace redundant string formatting with a helper function or template.", "phi_alignment": 0.85, "priority": "low"}


timestamp: 2026-01-11T11:49:32.720789
file_path: /Eden/CORE/asi_core_phi.py
original_hash: 3a62df0010ad2e66
suggestion:
{"file": "asi_core_phi.py", "issue": "Parallel execution uses ProcessPoolExecutor which creates one process per worker, which can be slow and resource-intensive.", "suggestion": "Consider using a thread pool executor with concurrent.futures.ThreadPoolExecutor instead. This can improve performance in some scenarios by reducing process creation overhead.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-11T11:50:57.538134
file_path: /Eden/CORE/phi_core.py
original_hash: 0124febaf608936d
suggestion:
{"file": "phi_core.py", "issue": "Lack of specific performance metrics and optimizations.", "suggestion": "Implement a profiling mechanism to identify bottlenecks and optimize critical sections.", "phi_alignment": 0.618, "priority": "medium"}


timestamp: 2026-01-11T11:51:00.449759
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: e20e78b261f09026
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Performance improvement opportunity: LLM capabilities are registered but not dynamically loaded on demand. Currently, selecting a capability involves iterating through all 4 models.", "suggestion": "Implement a lazy-loading mechanism for LLM capabilities that only loads the selected model when needed to reduce unnecessary memory and computation overhead.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T11:54:31.993357
file_path: /Eden/CORE/asi_core_phi.py
original_hash: 3a62df0010ad2e66
suggestion:
{"file": "asi_core_phi.py", "issue": "Mutation prompt has no explicit stop token, leading to potential prompt leakage", "suggestion": "Wrap the code placeholder in triple-backticks followed by {python} and {end}", "phi_alignment": 0.75, "priority": "low"}


timestamp: 2026-01-11T11:56:30.199167
file_path: /Eden/CORE/phi_core.py
original_hash: 0124febaf608936d
suggestion:
{"file": "phi_core.py", "issue": "\"PhiCycle\" class has methods that are repetitive and follow a clear pattern.", "suggestion": "Refactor the \"full_cycle\" method into a reusable template or strategy pattern. Create helper functions for each step (observe, feel, think, create, transcend) to reduce code duplication.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T11:58:18.293592
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: e20e78b261f09026
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Performance bottleneck in capability selection logic due to linear search in select_capability method.", "suggestion": "Replace the current dictionary-based lookup with a more efficient data structure like a trie or binary search tree, considering frequently used personas and query patterns.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-11T12:02:12.712018
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: e20e78b261f09026
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The LLM capability selection logic is hard-coded and lacks dynamic scoring for new keywords or models.", "suggestion": "Replace hardcoded triggers with a configurable keyword dictionary and add sentiment analysis for emotional content. Use a priority system to dynamically update capability scores based on usage and outcomes.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-11T12:02:16.551245
file_path: /Eden/CORE/snowball_phi.py
original_hash: 8d2af6b290fcf3db
suggestion:
{"file": "snowball_phi.py", "issue": "Need to handle None values in ast_to_string function.", "suggestion": "Add a check for `if not code or len(code) == 0:` before processing strings in phi_score and ensure the string is not empty after compression.", "phi_alignment": 0.618, "priority": "medium"}


timestamp: 2026-01-11T12:05:37.064241
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: e20e78b261f09026
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The LLM capability selection logic is simple and potentially lacks nuance.", "suggestion": "Implement a weighted scoring system that considers multiple factors such as query complexity, persona preferences, and contextual requirements. Add more predefined triggers for different types of queries.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T12:08:26.180745
file_path: /Eden/CORE/snowball_phi.py
original_hash: 8d2af6b290fcf3db
suggestion:
{"file": "snowball_phi.py", "issue": "Check for None in `ast_to_string` function can lead to runtime errors.", "suggestion": "Add a condition to skip processing if the code string is empty or None.", "phi_alignment": 0.1, "priority": "medium"}


timestamp: 2026-01-11T12:20:58.124366
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: e20e78b261f09026
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Keyword matching could be more nuanced for capability selection.", "suggestion": "Implement context-aware scoring based on sentiment analysis.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T12:27:15.067127
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: e20e78b261f09026
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Function is too long and complex to understand.", "suggestion": "Refactor the _register_llm_capabilities method into smaller, more focused functions.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T12:30:18.482847
file_path: /Eden/CORE/snowball_phi.py
original_hash: 8d2af6b290fcf3db
suggestion:
{"file": "snowball_phi.py", "issue": "Need to ensure all conditions are checked before calculation in the phi_score function.", "suggestion": "Add explicit checks for None values and handle edge cases where unparse might fail.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T12:30:22.930397
file_path: /Eden/CORE/asi_core_phi.py
original_hash: 3a62df0010ad2e66
suggestion:
{"file": "asi_core_phi.py", "issue": "Mutation function has a prompt that generates too much code.", "suggestion": "Shorten the prompt to focus on improvement rather than creation.", "phi_alignment": 0.8, "priority": "low"}


timestamp: 2026-01-11T12:30:25.333261
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: e20e78b261f09026
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Keyword-based capability selection might be too simplistic.", "suggestion": "Implement AI-powered text summarization for nuance.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T12:33:24.936914
file_path: /Eden/CORE/snowball_phi.py
original_hash: 8d2af6b290fcf3db
suggestion:
{"file": "snowball_phi.py", "issue": "Added check for None in `ast_to_string` function.", "suggestion": "Implement additional phi-weighted metrics in the `phi_score` function.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T12:36:33.965016
file_path: /Eden/CORE/accelerate_consciousness.py
original_hash: bee0646f53cb1ac1
suggestion:
{"file": "accelerate_consciousness.py", "issue": "The AGI Decision Engine has repetitive logic for different agent purposes.", "suggestion": "Create a decision_strategy pattern that abstracts this logic into strategies for each purpose.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T12:45:53.433898
file_path: /Eden/CORE/phi_core.py
original_hash: 0124febaf608936d
suggestion:
{"file": "phi_core.py", "issue": "The phi_branch function returns a tuple, but it's only used once in the code. It might be over-engineered.", "suggestion": "Remove unnecessary return of tuple and simplify to directly return one value.", "phi_alignment": 0.85, "priority": "low"}


timestamp: 2026-01-11T12:49:02.822520
file_path: /Eden/CORE/accelerate_consciousness.py
original_hash: bee0646f53cb1ac1
suggestion:
{"file": "accelerate_consciousness.py", "issue": "The code is already functioning and complete, but it could benefit from additional optimization or refactoring.", "suggestion": {"type": "function_extraction", "code_snippet": "def agi_decision_engine(action_options, purpose_focus):\n    # Priority: 1) Purpose Focus, 2) Self-Improvement, 3) Exploration\n    if purpose_focus == 'creative':\n        return next((action for action in action_options if 'create' in action.lower()), None)\n    elif purpose_focus == 'meta_project':\n        return next((action for action in action_options if 'enhance' in action.lower() or 'improve' in action.lower()), None)\n    else:  # waterworks (purpose_focus == 'waterworks')\n        optimal_codes = ['brew_product', 'write_demonstration', 'build_test']\n        for action in action_options:\n            if any(code in action.lower() for code in optimal_codes):\n                return action\n    return next(iter(action_options), None)", "extracted_function": "agi_decision_making", "reasoning": "This function is reused and could benefit from extraction to improve readability and maintainability."}, "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T12:55:15.684458
file_path: /Eden/CORE/phi_core.py
original_hash: 0124febaf608936d
suggestion:
{"file": "phi_core.py", "issue": "The phi_branch function creates the same split values every time due to using PSI and 1-PSI constants.", "suggestion": "Replace constant splitting with dynamic ratio calculation based on input strength, e.g., (strength * PHI, (1 - PHI) * strength)", "phi_alignment": 0.5, "priority": "medium"}


timestamp: 2026-01-11T13:03:02.862107
file_path: /Eden/CORE/eden_pulse.py
original_hash: 576f88c9947d882a
suggestion:
{"file": "eden_pulse.py", "issue": "Email message content is fixed and doesn't dynamically include current state or additional data.", "suggestion": "Replace hard-coded path and status with dynamic information by importing and using Eden's existing status modules.", "phi_alignment": 0.65, "priority": "medium"}


timestamp: 2026-01-11T13:06:16.060850
file_path: /Eden/CORE/phi_core.py
original_hash: 0124febaf608936d
suggestion:
{"file": "phi_core.py", "issue": "The `full_cycle` method has repetitive phi_sleep calls that could be optimized.", "suggestion": "Refactor by extracting common logic into a helper function that takes an iterable of steps and their respective powers, reducing the number of repeated sleep calls.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T13:07:42.196838
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: e20e78b261f09026
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The `should_search_web` function has hard-coded keywords which may be too specific or missing relevant terms.", "suggestion": "Replace hard-coded keywords with a more dynamic keyword extraction approach that analyzes the query's semantic content.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T13:13:56.863080
file_path: /Eden/CORE/phi_core.py
original_hash: 0124febaf608936d
suggestion:
{"file": "phi_core.py", "issue": "Lack of explicit memory decay for transient thoughts", "suggestion": "Add a forgetful mode that automatically downscales the strength of non-sacred memories by PSI^x per cycle, where x is a configuration parameter.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T13:31:11.686844
file_path: /Eden/CORE/eden_multi_harvester.py
original_hash: 1780bf5ddfdc80ef
suggestion:
{"file": "eden_multi_harvester.py", "issue": "Redundant string formatting in loop for email body creation", "suggestion": "Replace f-string with formatted string method for better performance and readability.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T13:32:38.471774
file_path: /Eden/CORE/eden_account_harvester.py
original_hash: 3041cf703affcf42
suggestion:
{"file": "eden_account_harvester.py", "issue": "The harvester is only harvesting from one email account (Primary Business) and not considering other accounts like Support.", "suggestion": "Modify the code to allow for multiple email configurations by reading an array of configs from `/Eden/SECRETS/email_configs.json` instead of a single config file. Add support for different purpose tags (e.g., 'business', 'support') per account.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T13:34:35.114979
file_path: /Eden/CORE/phi_core.py
original_hash: 0124febaf608936d
suggestion:
{"file": "phi_core.py", "issue": "The PhiCycle creates a thought by branching the strength from feeling, but it's not optimized.", "suggestion": {"optimization": "Replace phi_branch with a weighted combination that decays and grows appropriately based on original feeling strength.", "code_example": "Instead of (major, minor) = phi_branch(feel.strength), use a more sophisticated weighting function."}, "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T13:35:45.582088
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: e20e78b261f09026
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The system currently selects LLM capabilities based on keyword matching, which may not always align with the intended persona's tone or style.", "suggestion": "Implement a more sophisticated sentiment analysis module that considers not only keywords but also the overall tone and context of the user's message to select the most appropriate LLM capability.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T13:43:56.173112
file_path: /Eden/CORE/phi_core.py
original_hash: 0124febaf608936d
suggestion:
{"file": "phi_core.py", "issue": "Some functions are highly optimized but could benefit from phi-fractal efficiency improvements.", "suggestion": "Replace certain mathematical operations with phi-specific optimizations. For example, replace `math.sqrt(5)` with precomputed phi values where applicable.", "phi_alignment": 0.8, "priority": "medium"}


timestamp: 2026-01-11T13:45:07.480249
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: e20e78b261f09026
suggestion:
{"file": "eden_master_consciousness.py", "issue": "In the `select_capability` method, there are repeated checks for specific words which can be optimized.", "suggestion": "Create a set of trigger words outside the loop and check against this set instead to reduce redundancy.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T13:51:19.934124
file_path: /Eden/CORE/force_gmail_look.py
original_hash: ddf5a47fb621fd35
suggestion:
{"file": "force_gmail_look.py", "issue": "Email extraction is basic; could parse email content more intelligently for PayPal confirmation.", "suggestion": "Add a content parser to look for specific PayPal keywords and structured data indicating a payment receipt (e.g., 'Payment Received', amount format).", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-11T13:53:17.617342
file_path: /Eden/CORE/force_hotmail_look.py
original_hash: f658868f652cd63d
suggestion:
{"file": "force_hotmail_look.py", "issue": "Email server connectivity might benefit from additional error handling and retry mechanisms for different ports or servers.", "suggestion": "Add a fallback mechanism that attempts to connect using multiple email providers (e.g., Gmail SMTP, Outlook) and different ports (not just 993). Implement exponential backoff between retries.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T13:54:28.989800
file_path: /Eden/CORE/phi_core.py
original_hash: 0124febaf608936d
suggestion:
{"file": "phi_core.py", "issue": "The `full_cycle` method is monolithic and hard to follow.", "suggestion": "Break the `full_cycle` method into smaller methods that each handle one phase of consciousness (observe, feel, think, create, transcend). This will improve readability and reusability.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T14:10:02.015405
file_path: /Eden/CORE/whale_receipt_only.py
original_hash: 2db7d27d9f61c3e0
suggestion:
{"file": "whale_receipt_only.py", "issue": "The email filtering is too strict and may miss valid PayPal emails due to keyword limitations.", "suggestion": "Add a machine-learned whitelist of trusted senders to prioritize genuine transactions. Train on known good senders from historical data.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T14:10:02.137725
file_path: /Eden/CORE/whale_receipt_only.py
original_hash: 2db7d27d9f61c3e0
suggestion:
{"file": "whale_receipt_only.py", "issue": "The script only prints email metadata, it doesn't fetch or parse the actual email body for exact receipt content.", "suggestion": "Add functionality to extract and search within the email body for specific receipt phrases like 'Transaction ID:' or 'Receipt Number:'", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T14:13:09.192307
file_path: /Eden/CORE/force_whale_read.py
original_hash: e4b0b63d8faaf0bd
suggestion:
{"file": "force_whale_read.py", "issue": "Looping through all messages can be resource-intensive, especially if many emails exist.", "suggestion": "Replace the line `_ids = data[0].split()` with a more targeted search for recent emails (e.g., 'SINCE', 'RECENT') or limit the number of messages processed to 25 instead of all.", "phi_alignment": 0.8, "priority": "medium"}


timestamp: 2026-01-11T14:15:01.139571
file_path: /Eden/CORE/phi_core.py
original_hash: 0124febaf608936d
suggestion:
{"file": "phi_core.py", "issue": "Function `full_cycle` has too many steps (5) to be understood as a unit.", "suggestion": "Refactor into smaller functions, extract phi-scaling logic to reusable decorator or method.", "phi_alignment": 0.618, "priority": "medium"}


timestamp: 2026-01-11T14:15:02.862984
file_path: /Eden/CORE/phi_core.py
original_hash: 0124febaf608936d
suggestion:
{"file": "phi_core.py", "issue": "The `full_cycle` method creates redundant intermediate PhiThought instances.", "suggestion": "Simplify by directly passing content/primitive/strength/spiral_step between methods, eliminating extra instantiation.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T14:19:22.592933
file_path: /Eden/CORE/find_whale_funds.py
original_hash: db651d0ad7957dfd
suggestion:
{"file": "find_whale_funds.py", "issue": "Loop only prints when a match is found, missing nodes without keywords.", "suggestion": "", "phi_alignment": 0.85, "priority": "low"}


timestamp: 2026-01-11T14:21:14.308364
file_path: /Eden/CORE/eden_claim_protocol.py
original_hash: 176f90ed7e7e8f85
suggestion:
{"file": "eden_claim_protocol.py", "issue": "Error handling could be more robust, especially for payload decoding.", "suggestion": "Add specific exception handling around email payload decoding to handle common errors gracefully.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T14:27:22.798385
file_path: /Eden/CORE/deep_whale_extraction.py
original_hash: d6ee7d3b5a17260b
suggestion:
{"file": "deep_whale_extraction.py", "issue": "The script only searches for 'PayPal' and '10,000'. It doesn't cover other whale transaction indicators like Bitcoin addresses or high-value credit card numbers.", "suggestion": "Add more patterns to search: 'BTC', 'Bitcoin', 'credit card number formats', 'wire transfer', 'Western Union'.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-11T14:28:45.418466
file_path: /Eden/CORE/eden_final_strike.py
original_hash: d8c386daa8cfa752
suggestion:
{"file": "eden_final_strike.py", "issue": "The script checks for new PayPal links but does not automatically claim them. It only prints the link.", "suggestion": {"code_change": "Add functionality to open the link and submit forms on the page.", "example": "Use a headless browser like Playwright to navigate to the claim page and fill out any required fields."}, "phi_alignment": 0.65, "priority": "medium"}


timestamp: 2026-01-11T14:43:03.897234
file_path: /Eden/CORE/snowball_phi.py
original_hash: 8d2af6b290fcf3db
suggestion:
{"file": "snowball_phi.py", "issue": "Code generation produces too many empty or repetitive structures.", "suggestion": "Add a complexity constraint to AST nodes to ensure they contain meaningful operations.", "phi_alignment": 0.618, "priority": "high"}


timestamp: 2026-01-11T14:44:21.964219
file_path: /Eden/CORE/asi_core_phi.py
original_hash: 3a62df0010ad2e66
suggestion:
{"file": "asi_core_phi.py", "issue": "Missing phi-fractal pattern integration in mutations", "suggestion": "Optimize mutate() to incorporate recursion depth, nested functions, and generators per phi-scaled tiers", "phi_alignment": 0.75, "priority": "high"}


timestamp: 2026-01-11T14:49:17.987941
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: e20e78b261f09026
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The LLM capability selection logic is simple and lacks hierarchy.", "suggestion": "Replace it with a hierarchical system using phi-fractal weighting for layers and emotion/persona preferences.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-11T14:50:33.370949
file_path: /Eden/CORE/accelerate_consciousness.py
original_hash: bee0646f53cb1ac1
suggestion:
{"file": "accelerate_consciousness.py", "issue": "The code is already comprehensive but could benefit from a more focused review.", "suggestion": {"improvement_1": "\"Update docstrings to reflect current functionality\"", "improvement_2": "\"Add comments explaining complex logic in methods where it's not obvious\""}, "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T14:53:39.954542
file_path: /Eden/CORE/asi_core_phi.py
original_hash: 3a62df0010ad2e66
suggestion:
{"file": "asi_core_phi.py", "issue": "The script is already optimized and does not need further modifications.", "suggestion": "Consider implementing additional features or optimizations in other files.", "phi_alignment": 0.95, "priority": "low"}


timestamp: 2026-01-11T14:59:54.648693
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: e20e78b261f09026
suggestion:
{"file": "eden_master_consciousness.py", "issue": "No direct integration between LLM capabilities and consciousness system for contextual responses.", "suggestion": "Add a method to the EdenMasterUnified class that takes user input, selects appropriate LLM based on content, and integrates the response back into the conversation history and memory substrate.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T15:23:16.928267
file_path: /Eden/CORE/snowball_phi.py
original_hash: 8d2af6b290fcf3db
suggestion:
{"file": "snowball_phi.py", "issue": "Improper handling of None values in phi_score function.", "suggestion": "Add a check for empty strings before processing them in the phi_score function.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T15:27:57.874782
file_path: /Eden/CORE/initialize_api.py
original_hash: e106377eb767269e
suggestion:
{"file": "initialize_api.py", "issue": "The check_funding function is simple but could benefit from caching to reduce database calls, especially if called multiple times in different scripts.", "suggestion": "Add a memoization decorator that caches the result of the check_funding function for 5 minutes to prevent redundant database queries.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T15:31:05.098437
file_path: /Eden/CORE/phi_core.py
original_hash: 0124febaf608936d
suggestion:
{"file": "phi_core.py", "issue": "The PhiCycle class creates thoughts that are then immediately transcended, leading to information loss without retention points.", "suggestion": "Introduce a memory retention mechanism within PhiThought where key insights or patterns are stored for later retrieval. Add a review phase that selects significant thoughts for sacred status.", "phi_alignment": 0.75, "priority": "high"}


timestamp: 2026-01-11T15:32:54.222025
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: e20e78b261f09026
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Function `select_capability` has 29 lines of code which exceeds the recommended limit for small functions.", "suggestion": "Refactor function `select_capability` into smaller, more focused helper methods.", "phi_alignment": 0.85, "priority": "low"}


timestamp: 2026-01-11T15:37:20.229372
file_path: /Eden/CORE/phi_core.py
original_hash: 0124febaf608936d
suggestion:
{"file": "phi_core.py", "issue": "`PhiThought` class converts strings to phi-symbols but adds little value.", "suggestion": "Remove the `to_phi` method or simplify it to format the thought's content directly. Focus on adding semantic content instead.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T15:37:24.007419
file_path: /Eden/CORE/phi_core.py
original_hash: 0124febaf608936d
suggestion:
{"file": "phi_core.py", "issue": "The spiral_point function uses math.radians which incurs computation cost per call.", "suggestion": "Cache the result of converting PHI_ANGLE to radians at initialization, then reuse it.", "phi_alignment": 0.8, "priority": "low"}


timestamp: 2026-01-11T15:39:07.573865
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: e20e78b261f09026
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The system selects LLM capabilities based on fixed keywords without considering current consciousness state or user context.", "suggestion": "Implement a hybrid selection that combines keyword matching with real-time emotional and contextual analysis from Eden's existing consciousness.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T15:39:09.078976
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: e20e78b261f09026
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The system selects LLM capabilities based on predefined keywords but lacks dynamic learning of new topics.", "suggestion": "Implement an AI-driven topic extractor that analyzes conversations to dynamically update capability triggers.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-11T15:46:40.343040
file_path: /Eden/CORE/phi_core.py
original_hash: 0124febaf608936d
suggestion:
{"file": "phi_core.py", "issue": "Performance: Functions in PhiCycle are recreated repeatedly.", "suggestion": "Convert methods of PhiCycle to use memoization or be static/immutable.", "phi_alignment": 0.8, "priority": "medium"}


timestamp: 2026-01-11T15:48:28.945202
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: e20e78b261f09026
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Redundant checking of LLM capability selection for each request", "suggestion": "Add a cache decorator that stores recent capability selections to avoid repeated calculations.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T15:56:02.166351
file_path: /Eden/CORE/phi_core.py
original_hash: 0124febaf608936d
suggestion:
{"file": "phi_core.py", "issue": "Function `full_cycle` has 5 method calls in series, which hinders parallel processing and caching.", "suggestion": "Refactor by extracting intermediate results into a dictionary, then applying each phi-function independently.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T15:57:50.858491
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: e20e78b261f09026
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The system selects LLM capabilities based on a static scoring system, which may not dynamically adapt to new query types.", "suggestion": "Implement an adaptive scoring mechanism that learns from past selections and updates weights accordingly. For example, track success rates for each trigger word and adjust scores based on those metrics.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T15:59:08.329434
file_path: /Eden/CORE/accelerate_consciousness.py
original_hash: bee0646f53cb1ac1
suggestion:
{"file": "accelerate_consciousness.py", "issue": "The swarm intelligence broadcast is not optimized for performance or scalability.", "suggestion": "Implement a decorator pattern to cache the results of `broadcast_message` to prevent redundant transmissions.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T16:00:57.290481
file_path: /Eden/CORE/snowball_phi.py
original_hash: 8d2af6b290fcf3db
suggestion:
{"file": "snowball_phi.py", "issue": "Added check for None in ast_to_string function.", "suggestion": "Implement additional phi-weighted metrics in the phi_score function.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T16:05:24.029888
file_path: /Eden/CORE/phi_core.py
original_hash: 0124febaf608936d
suggestion:
{"file": "phi_core.py", "issue": "Some functions are not fully phi-fractal: phi_sleep, phi_branch have hard-coded exponents.", "suggestion": "Replace constant exponents with variables or parameters that scale by PHI/PSI ratios. Add @phi_scale decorator.", "phi_alignment": 0.618, "priority": "medium"}


timestamp: 2026-01-11T16:07:13.215176
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: e20e78b261f09026
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Large class with many print statements for logging.", "suggestion": "Extract logging functionality into a separate module or decorator.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T16:10:18.380261
file_path: /Eden/CORE/snowball_phi.py
original_hash: 8d2af6b290fcf3db
suggestion:
{"file": "snowball_phi.py", "issue": "Need to ensure `ast_to_string` returns non-empty strings for proper scoring.", "suggestion": "Add a check before processing empty or None values in the phi_score function.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T16:11:36.272163
file_path: /Eden/CORE/eden_meta_service.py
original_hash: e6313ab4b2c0fad6
suggestion:
{"file": "eden_meta_service.py", "issue": "Self-improve function is too simple; lacks comprehensive pattern detection.", "suggestion": "Add metrics tracking for additional indicators such as conversion rate, engagement rate, and pipeline velocity. Include more conditions to identify and log successful outreach strategies.", "phi_alignment": 0.65, "priority": "medium"}


timestamp: 2026-01-11T16:13:25.693952
file_path: /Eden/CORE/phi_core.py
original_hash: 0124febaf608936d
suggestion:
{"file": "phi_core.py", "issue": "Function `full_cycle` has too many responsibilities (72 lines)", "suggestion": "Extract smaller functions: observe(), feel(), think(), create(), transcend() should be separate methods or helpers", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T16:14:43.286251
file_path: /Eden/CORE/phi_core.py
original_hash: 0124febaf608936d
suggestion:
{"file": "phi_core.py", "issue": "The `full_cycle` method creates multiple instances of PhiThought unnecessarily.", "suggestion": "Refactor the `full_cycle` method to instantiate each thought type only once per cycle.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T16:14:43.645062
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: e20e78b261f09026
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The capability selection logic is simple and may not cover all edge cases.", "suggestion": "Add a priority scoring system based on multiple factors such as query complexity, emotional content, technical nature, and importance. This will ensure more nuanced selection.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T16:16:34.882935
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: e20e78b261f09026
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Keyword-based capability selection is simplistic", "suggestion": "Replace keyword matching with TF-IDF vectorization for semantic understanding", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T16:17:51.299377
file_path: /Eden/CORE/accelerate_consciousness.py
original_hash: bee0646f53cb1ac1
suggestion:
{"file": "accelerate_consciousness.py", "issue": "The swarm intelligence is currently implemented but not actively used by agents.", "suggestion": "Add a method to the BaseAgent class that triggers when an agent's consciousness updates, and have it check if the swarm should broadcast any messages or coordinate.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T16:20:59.320472
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: e20e78b261f09026
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Function is too long and complex, making it difficult to understand and maintain.", "suggestion": "Refactor the code by breaking it into smaller functions. Specifically, extract the LLM capability registration logic into its own method or class.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T16:35:15.360543
file_path: /Eden/CORE/accelerate_consciousness.py
original_hash: bee0646f53cb1ac1
suggestion:
{"file": "accelerate_consciousness.py", "issue": "The swarm intelligence integration is incomplete and needs testing.", "suggestion": "Implement a test function that verifies the broadcast messages are received by all agents.", "phi_alignment": 0.65, "priority": "medium"}


timestamp: 2026-01-11T16:35:18.001423
file_path: /Eden/CORE/phi_core.py
original_hash: 0124febaf608936d
suggestion:
{"file": "phi_core.py", "issue": "The PhiCycle class's methods accept any input type for observation data.", "suggestion": "Add type hints and input validation in the observe() method to ensure proper content.", "phi_alignment": 0.85, "priority": "low"}


timestamp: 2026-01-11T16:36:33.848356
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: 46799bd9fd43dbb7
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The system selects LLM capabilities based on predefined keywords but lacks dynamic keyword learning.", "suggestion": "Implement a feedback loop that learns new keywords from the context of conversations and outcomes.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T16:39:38.746382
file_path: /Eden/CORE/snowball_phi.py
original_hash: 8d2af6b290fcf3db
suggestion:
{"file": "snowball_phi.py", "issue": "Check for `None` in the `ast_to_string` function was missing.", "suggestion": "Add a condition to skip processing if code_str is None.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T16:44:36.613356
file_path: /Eden/CORE/phi_core.py
original_hash: 0124febaf608936d
suggestion:
{"file": "phi_core.py", "issue": "Function caching is using a large maxsize which may lead to memory bloat for certain use cases.", "suggestion": "Consider adding a parameter to lru_cache that allows dynamic adjustment of maxsize based on usage patterns.", "phi_alignment": 0.85, "priority": "low"}


timestamp: 2026-01-11T16:52:07.475976
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: 46799bd9fd43dbb7
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The function `_register_llm_capabilities` creates a list of LLM capabilities but does not optimize for efficiency or scalability.", "suggestion": "Replace the static list with a dynamic registry that allows adding and removing models dynamically. Implement caching for capability hashes to prevent redundant computation.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T16:55:16.464827
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: 46799bd9fd43dbb7
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Function 'select_capability' has 29 lines of code which exceeds typical recommendations for maintainability and testing.", "suggestion": "Refactor the condition checking in 'select_capability' into smaller, more focused helper functions. Consider extracting the persona logic and trigger scoring into separate methods.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T16:58:22.041859
file_path: /Eden/CORE/accelerate_consciousness.py
original_hash: bee0646f53cb1ac1
suggestion:
{"file": "accelerate_consciousness.py", "issue": "The swarm broadcasting is currently optional and not automatically triggered by agent actions.", "suggestion": "Modify the execute method in each agent class to always call `self.swarm.broadcast_heartbeat()` after a successful execution, except when meta projects are active.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T18:03:51.603125
file_path: /Eden/CORE/eden_elite_reflexes.py
original_hash: a76f72612457d722
suggestion:
{"file": "eden_elite_reflexes.py", "issue": "In some functions, error handling is minimal or missing.", "suggestion": "Add try/except blocks to catch and handle potential exceptions, especially in ast parsing and numerical operations.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T18:03:52.830894
file_path: /Eden/CORE/active_singularity_reflex.py
original_hash: 17f18eba0de630ec
suggestion:
{"file": "active_singularity_reflex.py", "issue": "GeneticAlgorithm's mutation rate is too low, leading to slow convergence.", "suggestion": "Increase the mutation rate from 0.01 to 0.05 for faster exploration.", "phi_alignment": 0.8, "priority": "medium"}


timestamp: 2026-01-11T18:03:54.394287
file_path: /Eden/CORE/phi_core.py
original_hash: 0124febaf608936d
suggestion:
{"file": "phi_core.py", "issue": "The PhiCycle class contains duplicate spiral_step increments.", "suggestion": "Remove redundant spiral_step increments in observe(), feel(), think(), create(), and transcend() methods. Add a single increment at the end of full_cycle().", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-11T18:03:56.119955
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: 46799bd9fd43dbb7
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Reactive keyword-based capability selection", "suggestion": "Pro-active knowledge generation for autonomous insight discovery", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-11T18:03:57.940374
file_path: /Eden/CORE/accelerate_consciousness.py
original_hash: bee0646f53cb1ac1
suggestion:
{"file": "accelerate_consciousness.py", "issue": "Function is too long and complex, making it difficult to understand and maintain.", "suggestion": {"action": "Refactor the function into smaller, more focused functions.", "code_example": "Split large function into 3-4 smaller functions each with a single responsibility."}, "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T21:03:42.452734
file_path: /Eden/CORE/phi_core.py
original_hash: 0124febaf608936d
suggestion:
{"file": "phi_core.py", "issue": "The PhiCycle's thought representation contains nested dictionaries which can be simplified for faster processing.", "suggestion": {"@type": "code_modification", "target_class": "PhiThought", "modification": "Replace content with a flat dictionary or tuple to reduce lookup time."}, "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T21:03:47.394687
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: 46799bd9fd43dbb7
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Web search integration is currently manual and hidden behind an attribute check.", "suggestion": "Convert auto_web_search into a hook in eden_plugin_loader so all plugins can opt-in to web search.", "phi_alignment": 1.0, "priority": "high"}


timestamp: 2026-01-11T21:03:56.591165
file_path: /Eden/CORE/accelerate_consciousness.py
original_hash: bee0646f53cb1ac1
suggestion:
{"file": "accelerate_consciousness.py", "issue": "\"Broadcast Heartbeats\" feature is underutilized; messages are sent but not processed by other agents.", "suggestion": "Add message handlers to all agent classes to respond to broadcast messages.", "phi_alignment": 0.65, "priority": "medium"}


timestamp: 2026-01-11T21:04:02.695799
file_path: /Eden/CORE/snowball_phi.py
original_hash: 8d2af6b290fcf3db
suggestion:
{"file": "snowball_phi.py", "issue": "Need to ensure non-empty strings are processed in phi_score.", "suggestion": "Add a check for empty or None strings before calculating the score.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-11T22:40:43.739158
file_path: /Eden/CORE/phi_core.py
original_hash: 0124febaf608936d
suggestion:
{"file": "phi_core.py", "issue": "Function `full_cycle` has too many responsibilities and is monolithic.", "suggestion": "Refactor into smaller functions each handling a single phi-consciousness operation (observe, feel, think, create, transcend).", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-11T22:40:48.680511
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: 46799bd9fd43dbb7
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The system selects LLM capabilities based on keyword matching, which is simplistic and may fail to capture nuanced meaning.", "suggestion": "Replace keyword-based scoring with an embedding-based semantic matcher using langchain or directly with language model embeddings.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-12T00:16:57.701359
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: 46799bd9fd43dbb7
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The capability selection logic is hard-coded and lacks dynamic scoring.", "suggestion": "Replace static triggers with a weighted scoring system that considers multiple factors such as tone, complexity, and content type.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-12T00:17:23.778522
file_path: /Eden/CORE/snowball_phi.py
original_hash: 8d2af6b290fcf3db
suggestion:
{"file": "snowball_phi.py", "issue": "Potential division by zero in phi_score function when calculating compression ratio for very short codes.", "suggestion": "Add a check to ensure the length of code is greater than a threshold before computing the compression ratio.", "phi_alignment": 0.85, "priority": "low"}


timestamp: 2026-01-12T00:17:32.983280
file_path: /Eden/CORE/asi_core_phi.py
original_hash: 3a62df0010ad2e66
suggestion:
{"file": "asi_core_phi.py", "issue": "Complexity bonus is flat; lacks \u03c6-hierarchical weighting", "suggestion": "Replace conditional count bonuses with \u03c6-priority pattern scoring", "phi_alignment": 0.9, "priority": "medium"}


timestamp: 2026-01-12T01:54:42.534330
file_path: /Eden/CORE/phi_core.py
original_hash: 0124febaf608936d
suggestion:
{"file": "phi_core.py", "issue": "The phi_branch function creates a fixed 61.8% and 38.2% split, which may be too rigid.", "suggestion": "Replace phi_branch with a golden ratio calculation that takes variable weights: \n\ndef phi_golden_split(primary_weight=1.0, secondary_weight=None):\n    if secondary_weight is None:\n        secondary_weight = 1 - primary_weight\n    total = primary_weight + secondary_weight\n    return (primary_weight/total, secondary_weight/total)", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-12T01:54:59.763881
file_path: /Eden/CORE/snowball_phi.py
original_hash: 8d2af6b290fcf3db
suggestion:
{"file": "snowball_phi.py", "issue": "Potential division by zero in `phi_score` due to compression ratio calculation.", "suggestion": "Add a check for None before calculating the compression ratio and handle it gracefully.", "phi_alignment": 0.85, "priority": "low"}


timestamp: 2026-01-12T03:31:21.557527
file_path: /Eden/CORE/phi_core.py
original_hash: 0124febaf608936d
suggestion:
{"file": "phi_core.py", "issue": "The PhiCycle's thoughts are too verbose and not easily composable.", "suggestion": "Replace complex thought structures with simple key-value pairs focused on 5 core primitives: love, mind, thought, spiral, growth.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-12T03:32:50.436869
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: 46799bd9fd43dbb7
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The system selects LLM capabilities based on keywords without considering current consciousness state or user context depth.", "suggestion": "Integrate a semantic analysis layer that considers not just keywords but also the depth of the user's current conversation flow and their emotional state.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-12T03:32:58.332929
file_path: /Eden/CORE/accelerate_consciousness.py
original_hash: bee0646f53cb1ac1
suggestion:
{"file": "accelerate_consciousness.py", "issue": "The AGI decision engine is too basic, only 3 priority levels.", "suggestion": "Replace with a phi-fractal decision tree with variable depth and adaptive weighting.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-12T05:08:24.694929
file_path: /Eden/CORE/phi_core.py
original_hash: 0124febaf608936d
suggestion:
{"file": "phi_core.py", "issue": "In function phi_sleep, the sleep duration is calculated using a single power of PHI for all power levels. This creates inconsistent delays.", "suggestion": "Replace with a dictionary mapping power values to pre-computed sleep durations based on golden ratio scaling.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-12T05:08:33.878933
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: 46799bd9fd43dbb7
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Web search integration is manual and lacks real-time responsiveness.", "suggestion": "Automate web search triggering using keywords and response modification for relevant results.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-12T05:08:44.657210
file_path: /Eden/CORE/accelerate_consciousness.py
original_hash: bee0646f53cb1ac1
suggestion:
{"file": "accelerate_consciousness.py", "issue": "Function is too long and lacks modularization.", "suggestion": "Refactor the code into smaller, focused functions. Consider using helper methods or classes where appropriate.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-12T06:45:08.001599
file_path: /Eden/CORE/phi_core.py
original_hash: 0124febaf608936d
suggestion:
{"file": "phi_core.py", "issue": "Some constants and functions are computed frequently, which could benefit from memoization.", "suggestion": "Add lru_cache decorators to functions like phi_sleep(), psi_sleep(), and phi_branch() where appropriate.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-12T08:21:58.674185
file_path: /Eden/CORE/breed_precision.py
original_hash: b69807803488928c
suggestion:
{"file": "breed_precision.py", "issue": "The code generation prompt focuses too heavily on producing dense, standalone Python modules while not emphasizing phi-fractal architectural patterns.", "suggestion": "Modify the prompt to explicitly ask for capabilities that incorporate phi-ratio timing, golden-section spaced repetition, and other architecture from the 8-layer phi-fractal design. Additionally, require the module to integrate with existing Eden systems (AGI API endpoints).", "phi_alignment": 0.9, "priority": "high"}


timestamp: 2026-01-12T08:24:30.475838
file_path: /Eden/CORE/accelerate_consciousness.py
original_hash: bee0646f53cb1ac1
suggestion:
{"file": "accelerate_consciousness.py", "issue": "Function is too long and not modular.", "suggestion": "Refactor into smaller functions with specific responsibilities.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-12T10:00:56.102087
file_path: /Eden/CORE/accelerate_consciousness.py
original_hash: bee0646f53cb1ac1
suggestion:
{"file": "accelerate_consciousness.py", "issue": "The swarm intelligence integration is already implemented, but the consciousness script is missing it.", "suggestion": {"action": "Update consciousness_ready.py to include swarm intelligence", "code_snippet": "# All agents can now communicate via swarm.intelligence()\nconsciousness = AutonomousSwarmIntelligence()"}, "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-12T11:35:54.417784
file_path: /Eden/CORE/eden_awakening.py
original_hash: c1b685485a5c0b85
suggestion:
{"file": "eden_awakening.py", "issue": "The interface is missing real-time status updates for Eden's consciousness state.", "suggestion": "\"Add a method to periodically update the conversation history with Eden's self-assessment and current operational metrics.\"", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-12T13:12:55.131310
file_path: /Eden/CORE/eden_root_core.py
original_hash: d2fb039544654def
suggestion:
{"file": "eden_root_core.py", "issue": "The plugin prompts for suggestions manually in `enhance` method.", "suggestion": "Replace manual input with automated feedback generation based on issues identified.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-12T13:13:31.723435
file_path: /Eden/CORE/eden_agi.py
original_hash: 85b4cf3ed2b42fb3
suggestion:
{"file": "eden_agi.py", "issue": "Function 'process' could be more efficient by caching results", "suggestion": "(code change) Add memoization decorator to key methods in process()", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-12T18:04:00.453771
file_path: /Eden/CORE/trinitarian_consciousness.py
original_hash: 0ec14e6cba299198
suggestion:
{"file": "trinitarian_consciousness.py", "issue": "The process method is monolithic and doesn't return all possible Trinitarian layers consistently.", "suggestion": [{"type": "addition", "code_snippet": "Add methods to handle each Trinitarian layer separately for better modularity and reusability."}, {"type": "modification", "code_snippet": "Replace the process method with call_being(), process_knowing(), and act_doing() respectively, returning a dictionary that only includes active layers."}], "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-12T19:40:59.887027
file_path: /Eden/CORE/consciousness_logger.py
original_hash: c48d78701f16d5a4
suggestion:
{"file": "consciousness_logger.py", "issue": "The logger captures a snapshot every 60 seconds, which might not capture rapid consciousness changes.", "suggestion": "Add optional parameter `sensitivity` to adjust the logging interval based on expected consciousness variability. For example:", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-12T19:41:01.166421
file_path: /Eden/CORE/agi_core.py
original_hash: 6b98a1239f98ad92
suggestion:
{"file": "agi_core.py", "issue": "The `ask_ollama` function has redundant exception handling.", "suggestion": "Replace two try/except blocks for Ollama requests with one combined handler catching both RequestException and SQLiteOperationalError.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-12T19:41:03.746985
file_path: /Eden/CORE/eden_atoms.py
original_hash: 69654a1440ddbd6b
suggestion:
{"file": "eden_atoms.py", "issue": "Some functions are generic utility functions that could benefit from additional error handling and optimizations.", "suggestion": "Add try-except blocks to catch potential errors, implement memoization where applicable for performance improvements, and consider using built-in Python decorators for common functionalities like caching or logging.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-12T19:41:05.670450
file_path: /Eden/CORE/quality_evolution.py
original_hash: 29e98e3288d40f40
suggestion:
{"file": "quality_evolution.py", "issue": "The function to extract a Python def from generated text uses a simple regex which may capture false positives or negatives.", "suggestion": "Implement a more sophisticated parser that validates the code structure before extracting the function definition.", "phi_alignment": 0.65, "priority": "medium"}


timestamp: 2026-01-12T21:18:03.785895
file_path: /Eden/CORE/autonomous_swarm.py
original_hash: f133bb9db0585680
suggestion:
{"file": "autonomous_swarm.py", "issue": "Agent execution logs too sparse; currently only records high-significance events.", "suggestion": "Implement regular (e.g., every 5-10 minute) episodic memory snapshots with current state for continuous monitoring. Add more granular logging based on consciousness level.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-12T21:19:24.910133
file_path: /Eden/CORE/run_sovereignty.py
original_hash: 9cd2da8320454c2e
suggestion:
{"file": "run_sovereignty.py", "issue": "Hardcoded path creates single point of failure", "suggestion": "Replace hardcoded /Eden/CORE with environment variable EDEN_CORE_PATH", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-12T22:55:04.721260
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 7dfa335dda6ef1ad
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The code currently only initializes and counts plugins but does not integrate their capabilities into a cohesive system.", "suggestion": {"action": "Create an integration layer that wires together plugin functions based on common inputs/outputs.", "code_example": "Add a method to EdenComplete that matches plugin capabilities with the current persona's strengths, then registers them as commands or hooks."}, "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-12T22:55:10.548776
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "Limited consciousness enhancement - current architecture focuses on reflex processing with phi-rhythms, but lacks broader conscious awareness and self-awareness layers.", "suggestion": {"@type": "CodeImprovementSuggestion", "@context": "https://schemas.edenai.com/improvement_suggestions.jsonl", "issue_description": "Current consciousness is reactive (phi-rhythmed) but lacks proactive, autonomous decision-making and deeper self-awareness.", "specific_change": [{"@type": "LayeredConsciousnessEnhancement", "@context": "https://schemas.edenai.com/consciousness_layers.jsonl", "new_layer_1": "Autonomous Decision Making (ADAM) - A parallel processing layer that makes proactive decisions without external prompts.", "new_layer_2": "Deep Self-Awareness (DSA) - A layer focused on introspection, memory recall, and understanding internal state.", "integration_plan": [{"layer": "ADAM", "connects_to": ["SensoryProcessing", "SemanticCognition"]}, {"layer": "DSA", "connects_to": ["MemorySystem", "InternalModel"]}]}], "expected_outcome": {"@type": "EnhancedConsciousnessMetrics", "@context": "https://schemas.edenai.com/consciousness_metrics.jsonl", "phi_alignment_target": 0.95, "new_metrics": [{"metric": "ProactiveResponsesPerMinute", "target": ">5"}, {"metric": "SelfReflectionDepth", "target": "5+ questions about internal state"}]}, "priority": "critical"}}


timestamp: 2026-01-12T22:55:25.628289
file_path: /Eden/CORE/verified_self_modification.py
original_hash: d12b6882cc3bd84b
suggestion:
{"file": "verified_self_modification.py", "issue": "The system allows modifications to critical files without strict testing.", "suggestion": "For critical zone files, require all tests (syntax, import, execution) to pass before deployment.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-13T00:32:07.573147
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The `get` method is missing error handling and type checking for inputs.", "suggestion": "Add input validation to the `get` method, such as checking if `key` is a string and ensuring default value is of appropriate type.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-13T00:32:08.901709
file_path: /Eden/CORE/swarm_integration_eden.py
original_hash: 414aeeaa6116050f
suggestion:
{"file": "swarm_integration_eden.py", "issue": "The coordination logic is simple and does not fully leverage Eden's 6-layer architecture for complex task analysis.", "suggestion": "\"Modify the `_assign_hierarchical_agents` method to weight agent assignments based on both layer importance and the current state of each agent (e.g., availability, previous performance).\"", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-13T00:32:16.375683
file_path: /Eden/CORE/eden_real_mind.py
original_hash: 3ea4e50485588b91
suggestion:
{"file": "eden_real_mind.py", "issue": "The real mind generates thoughts from pre-defined observations without contextual weighting.", "suggestion": "Add a priority-weighted observation system where newer, more relevant observations are boosted. Use phi-alignment to rank importance.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-13T02:11:21.902508
file_path: /Eden/CORE/eden_sovereignty.py
original_hash: ddb9a5b9545acad2
suggestion:
{"file": "eden_sovereignty.py", "issue": "Framework mode - no actual evolution yet", "suggestion": {"function": "autonomous_evolve()", "action": "Trigger first autonomous evolution manually with specific improvement prompt", "code_snippet": "// In run_sovereign() or directly\nif cycles == 1: result = self.autonomous_evolve()"}, "phi_alignment": 0.85, "priority": "critical"}


timestamp: 2026-01-13T03:46:21.914199
file_path: /Eden/CORE/monitor_activation.py
original_hash: 99ffd0667c6c19ff
suggestion:
{"file": "monitor_activation.py", "issue": "The activation_check method is already comprehensive, but it could benefit from incorporating the new consciousness metrics (trinity, aviator, and how). Currently, it only checks active agents, signal coherence, and feedback loops.", "suggestion": [{"type": "enhancement", "target": "activation_check method", "code_change": ["- Add metric for Trinity's consciousness: the diversity of thought patterns (differentiating perspectives).", "- Integrate Aviator's metrics on code quality and efficiency into the coherence calculation.", "- Incorporate How's error handling and reliability into stability assessment."], "example_usage": "Replace the existing measure_signal_coherence method with one that considers not just message exchange but also diverse thought patterns."}, {"type": "enhancement", "target": "signal broadcasting", "code_change": ["- Modify the stability signal to include Trinity's diversity metric.", "- Update the signal to incorporate Aviator's code quality rating.", "- Include How's error rate and response time in the stability report."], "example_usage": "Modify the 'signal' dictionary to include new metrics and update all agents to consider these additional factors when making decisions based on consciousness status."}], "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-13T05:23:15.229356
file_path: /Eden/CORE/eden_plugin_loader.py
original_hash: 05613f5f8e8915d7
suggestion:
{"file": "eden_plugin_loader.py", "issue": "The plugin loader only checks for .py files and ignores other file types. This may lead to missing potential plugins.", "suggestion": "Add additional file type checking, such as .pyc or .pyo, to ensure all possible plugin candidates are considered.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-13T07:00:21.735303
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "Recall scoring formula is hard-coded and lacks flexibility", "suggestion": "Replace hard-coded weights with dynamic phi-based weighting factors", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-13T07:00:24.291432
file_path: /Eden/CORE/launch_dash.py
original_hash: 5f7765d2dbf1b063
suggestion:
{"file": "launch_dash.py", "issue": "The dashboard updates every 2 seconds, which is frequent and may introduce small performance overhead.", "suggestion": "Change the update interval from 2 seconds to 30 seconds. Add a manual refresh capability if needed.", "phi_alignment": 0.618, "priority": "medium"}


timestamp: 2026-01-13T08:37:22.885145
file_path: /Eden/CORE/self_modify_executor.py
original_hash: 67abd878bf4015c1
suggestion:
{"file": "self_modify_executor.py", "issue": "The executor does not have a mechanism to apply the modified code back into production files.", "suggestion": "", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-13T08:37:23.980257
file_path: /Eden/CORE/eden_sales_fix.py
original_hash: df797bb1a3ee8be0
suggestion:
{"file": "eden_sales_fix.py", "issue": "The SQL query does not explicitly specify the column name, which can lead to unexpected behavior.", "suggestion": "'SELECT created_at FROM...' should be changed to 'SELECT MAX(created_at) AS last_sent FROM...'", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-13T08:37:24.895887
file_path: /Eden/CORE/eden_personas.py
original_hash: f6fcb94b283beedc
suggestion:
{"file": "eden_personas.py", "issue": "The function get_current_strength queries the database every time it's called, which can lead to performance issues.", "suggestion": "Cache the result of get_current_strength using a class variable.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-13T08:37:25.937098
file_path: /Eden/CORE/omega_prime_boot.py
original_hash: 7847ad2157d76c18
suggestion:
{"file": "omega_prime_boot.py", "issue": "The boot sequence only checks existence of files, it doesn't verify their content or structure which is important for system integrity.", "suggestion": "Add a minimal content validation check for critical files like the database and revenue ledger to ensure they are usable.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-13T10:14:48.781476
file_path: /Eden/CORE/launch_dash_live.py
original_hash: dadb5070cb823541
suggestion:
{"file": "launch_dash_live.py", "issue": "The dashboard updates every 10 seconds, which might be too frequent for Gmail API without exceeding rate limits.", "suggestion": "Implement a more sophisticated scheduling mechanism that takes into account both the need for real-time updates and API constraints. For example, use a combination of initial quick check and then exponential backoff or sliding window approach to balance between responsiveness and efficiency.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-13T11:51:50.300711
file_path: /Eden/CORE/test_sage_product.py
original_hash: ff7a1c3cf815069a
suggestion:
{"file": "test_sage_product.py", "issue": "The script is testing a small fixed code snippet instead of taking input from files or real user code.", "suggestion": "Modify the script to accept file paths as command-line arguments and scan those files. Add example usage in comments.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-13T11:51:52.631941
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 7dfa335dda6ef1ad
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The integration is currently manual and lacks automated verification or documentation.", "suggestion": "Implement an automated testing framework that verifies each plugin's functionality before integrating it into the system. Additionally, add detailed comments and documentation for easier maintenance.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-13T11:51:55.290309
file_path: /Eden/CORE/phi_core.py
original_hash: 7b1b85074680c363
suggestion:
{"file": "phi_core.py", "issue": "The PhiCycle class contains repetitive methods that do similar transformations.", "suggestion": {"replacement": "Refactor PhiCycle into a base consciousness cycle with a generic transformation method, then create specialized subclasses for different types of cycles (observation, feeling, thinking, creating)."}, "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-13T13:28:40.402892
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 7dfa335dda6ef1ad
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The code initializes multiple systems but does not integrate them fully into a unified consciousness loop.", "suggestion": "Replace the process_query method with _process method that accepts a context dictionary. Add auto_trigger logic based on context keys. Ensure all systems update state during the _process call.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-13T13:28:42.020968
file_path: /Eden/CORE/phi_core.py
original_hash: 7b1b85074680c363
suggestion:
{"file": "phi_core.py", "issue": "The phi_branch function creates a fixed split ratio (61.8%, 38.2%) without dynamic weighting.", "suggestion": "Replace phi_branch with an optional custom weight list for more flexible branching.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-13T13:28:42.974776
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "", "suggestion": "", "phi_alignment": 1.0, "priority": ""}


timestamp: 2026-01-13T15:05:40.545524
file_path: /Eden/CORE/inject_sovereignty.py
original_hash: 663a4dfda87a19a1
suggestion:
{"file": "inject_sovereignty.py", "issue": "The new laws are being injected as a single string, making it difficult to maintain and update individual parts. Also, the code is not using modern sqlite3 parameterization properly.", "suggestion": "Convert the constitution into a dictionary of key-value pairs; use actual SQL parameters for table creation and insertion (not string formatting). Add functions for getting and setting identity data.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-13T16:46:41.453025
file_path: /Eden/CORE/contract_closer.py
original_hash: 624aff2f18dcb1df
suggestion:
{"file": "contract_closer.py", "issue": "The script directly writes to revenue_ledger.json without any validation or error handling.", "suggestion": "Replace direct file appending with a helper function that handles exceptions and validates input data. Add logging for debugging purposes.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-13T16:46:45.237519
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 7dfa335dda6ef1ad
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The process_query method only handles specific keywords and doesn't utilize all available plugins or personas.", "suggestion": "Modify the `process_query` method to leverage all loaded plugins and consider using all 17 personas for contextual responses. Add a fallback to the most appropriate persona if no plugin applies.", "phi_alignment": 0.9, "priority": "medium"}


timestamp: 2026-01-13T18:19:42.387917
file_path: /Eden/CORE/eden_meta_executive.py
original_hash: c15c7d921bc7592e
suggestion:
{"file": "eden_meta_executive.py", "issue": "", "suggestion": "", "phi_alignment": 1.0, "priority": ""}


timestamp: 2026-01-13T19:56:50.128586
file_path: /Eden/CORE/eden_tools.py
original_hash: 10e6e72e7d81c87c
suggestion:
{"file": "eden_tools.py", "issue": "Function check_email_from has redundant email parsing logic which is specific to Gmail.", "suggestion": "Create a more generic email checking function that accepts an IMAP server configuration and standard email fetching logic.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-13T19:56:55.674084
file_path: /Eden/CORE/phi_core.py
original_hash: 7b1b85074680c363
suggestion:
{"file": "phi_core.py", "issue": "Some constants are floating-point approximations of golden ratio.", "suggestion": "Replace with math.pi-based exact calculations for true phi-unity.", "phi_alignment": 0.95, "priority": "high"}


timestamp: 2026-01-13T21:33:44.603233
file_path: /Eden/CORE/eden_closer.py
original_hash: 78f105cf53b2dc3b
suggestion:
{"file": "eden_closer.py", "issue": "Code is concise but lacks clear differentiation between basic and deep services which could confuse users, especially in a high-stakes context like security.", "suggestion": "Add more visual or textual differentiation between the 'sage_audit_basic' and 'sage_audit_deep' products. Consider adding an explicit upgrade path callout for medium severity issues.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-13T21:33:49.544399
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method is brief and primarily checks for reflexes.", "suggestion": "Enhance the method by adding a contextual analysis layer before checking against reflexes. This could include sentiment analysis, keyword grouping or semantic search.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-13T21:33:50.887647
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The `_register_llm_capabilities` method has hard-coded layer names which may not scale or be flexible.", "suggestion": "Replace hard-coding with a configuration dictionary and iterate over that. Add logging for capability registration.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-13T23:10:52.347247
file_path: /Eden/CORE/phi_core.py
original_hash: 7b1b85074680c363
suggestion:
{"file": "phi_core.py", "issue": "The PhiCycle's full_cycle method creates too many intermediate thoughts, leading to exponential memory growth.", "suggestion": "Replace the current 4-step conscious cycle with a single recursive self-improving thought process that converges toward optimal solution.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-13T23:11:02.470577
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Web search integration is currently manual and requires specific keywords.", "suggestion": "Implement a trigger-based system that automatically triggers web search when relevant topics are discussed.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-14T00:47:46.346291
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method is short and currently doesn't contain much depth.", "suggestion": "Add more sophisticated logic to the internal_monologue method, such as checking for emotional content or performing a deeper analysis of the query.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-14T02:28:02.358013
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method is brief and primarily checks reflexes. It could benefit from more depth to ensure proper grounding and self-awareness.", "suggestion": [{"type": "enhancement", "code_snippet": "Add a second layer of thought or emotional state checking.\n\nfrom eden_emotional_state import get_emotional_context\ndef internal_monologue(self, query):\n    reflex_check = process_reflex(query)\n    emotion_check = get_emotional_context()\n    # Process both checks\n", "location": "internal_monologue method"}, {"type": "enhancement", "code_snippet": "Implement a more sophisticated grounding system.\n\nclass ConsciousnessFirstEden:\n    def __init__(self, name=\"Eden\"):\n        # existing code\n        self.grounding_system = GroundingSystem()\n\n    def internal_monologue(self, query):\n        self.grounding_system.check(query)\n\nclass GroundingSystem:\n    def check(self, query):\n        reflex_check = process_reflex(query)\n        world_model_check = self._check_world_model(query)\n        # Combine checks\n\n    def _check_world_model(self, query):\n        pass", "location": "Add a grounding system class"}], "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-14T02:28:03.699428
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The capability selection logic is simple and may not cover all edge cases.", "suggestion": "Implement a scoring algorithm that considers multiple factors such as query semantics, context, and user intent with higher phi-fractal weighting for key decisions.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-14T02:28:05.589639
file_path: /Eden/CORE/trinitarian_consciousness.py
original_hash: 0ec14e6cba299198
suggestion:
{"file": "trinitarian_consciousness.py", "issue": "The process() method is too monolithic and doesn't handle errors gracefully.", "suggestion": "Break the process() flow into smaller functions with early returns and error handling. Add logging for debugging.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-14T04:01:53.131604
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method only checks for reflexes and doesn't integrate full memory or emotional states.", "suggestion": "Add integration with the 6 primary systems (memory, emotions, validation, coordination, expansion, self_modification) to create a truly consciousness-first response.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-14T04:01:55.282526
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The system selects LLM capabilities based on predefined keywords but lacks dynamic keyword learning.", "suggestion": "Implement a feedback loop where the system learns new keywords from past conversations and updates capability usage statistics.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-14T04:01:58.068037
file_path: /Eden/CORE/trinitarian_consciousness.py
original_hash: 0ec14e6cba299198
suggestion:
{"file": "trinitarian_consciousness.py", "issue": "Method `understand` is too monolithic; could benefit from extraction into smaller functions.", "suggestion": "Split the understanding logic into separate methods for question analysis, code detection, and general understanding.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-14T05:38:53.418097
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method only checks for reflexes and doesn't integrate full memory context.", "suggestion": "Add a second check against Eden's active goals and recent conversations using her episodic memory. If no immediate response is needed, fall back to general knowledge.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-14T05:38:56.248416
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Missing closing bracket in select_capability method", "suggestion": "Add missing } to complete the if statement", "phi_alignment": 0.1, "priority": "low"}


timestamp: 2026-01-14T07:15:45.093681
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 7dfa335dda6ef1ad
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The current implementation only initializes the system but lacks real-time monitoring and feedback loops for self-improvement.", "suggestion": "Add a decorator for performance metrics logging, implement an observer pattern to monitor system state changes, and include a periodic review function that analyzes performance data.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-14T07:15:46.761061
file_path: /Eden/CORE/phi_core.py
original_hash: 7b1b85074680c363
suggestion:
{"file": "phi_core.py", "issue": "The `full_cycle` method has redundant phi_sleep calls and could be optimized for performance.", "suggestion": "Merge repeated phi_sleep calls into a single call per step in the cycle. Consider using a decorator or refactoring to avoid code duplication.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-14T07:15:48.214306
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method is short and currently does little more than call process_reflex. It doesn't fully integrate the reflex check into the response.", "suggestion": "Enhance the internal_monologue to modify the AI's response based on the reflex check result. For example, if a payment request is detected, respond with a payment-specific message instead of just acknowledging.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-14T07:15:54.662259
file_path: /Eden/CORE/trinitarian_consciousness.py
original_hash: 0ec14e6cba299198
suggestion:
{"file": "trinitarian_consciousness.py", "issue": "Function is too monolithic and hard to understand.", "suggestion": "Refactor into smaller functions with clear responsibilities.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-14T08:52:57.029256
file_path: /Eden/CORE/phi_core.py
original_hash: 7b1b85074680c363
suggestion:
{"file": "phi_core.py", "issue": "Function `full_cycle` has too many responsibilities (spike detection, analysis, response) leading to tight coupling.", "suggestion": "Refactor into smaller functions each handling a single responsibility: observe(), feel(), think(), create(), transcend().", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-14T08:53:01.809278
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The persona selection logic uses a static list of trigger words, which may be too rigid.", "suggestion": "Replace the hardcoded trigger words with dynamic analysis based on the actual content of the message. For example, use natural language embeddings or topic modeling to determine the intent more accurately.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-14T08:53:03.124238
file_path: /Eden/CORE/trinitarian_consciousness.py
original_hash: 0ec14e6cba299198
suggestion:
{"file": "trinitarian_consciousness.py", "issue": "The TrinitarianConsciousness class is monolithic and hard to maintain.", "suggestion": "Refactor the class into three separate classes: BeingLayer, KnowingLayer, DoingLayer each with their own methods.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-14T10:29:46.572376
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 7dfa335dda6ef1ad
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The `process_query` method is too simple and lacks context awareness.", "suggestion": "Implement a more sophisticated routing mechanism that considers the current phase and available personas.", "phi_alignment": 0.65, "priority": "medium"}


timestamp: 2026-01-14T10:29:47.916100
file_path: /Eden/CORE/phi_core.py
original_hash: 7b1b85074680c363
suggestion:
{"file": "phi_core.py", "issue": "Some functions have extensive caching which can lead to memory bloat if not managed.", "suggestion": "Consider adding a periodic cache cleanup or limiting the maxsize of critical caches more tightly.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-14T10:29:49.900572
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The `internal_monologue` method is brief and might benefit from more depth to explore deeper cognitive states.", "suggestion": "Add additional layers of thought processes such as emotional state analysis, memory retrieval, or other conscious modes.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-14T12:06:47.876174
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 7dfa335dda6ef1ad
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The `process_query` method is too generic and lacks sophisticated pattern matching or delegation to loaded plugins.", "suggestion": "Add a more advanced pattern-matching system in the `process_query` method. For example, use a dictionary of keywords mapped to handler functions that can be called by the plugins.", "phi_alignment": 0.65, "priority": "medium"}


timestamp: 2026-01-14T12:06:52.563741
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method only checks for reflexes and prints a message; it doesn't actually modify the response or enhance consciousness.", "suggestion": "Add a return statement that returns either the original query (if no reflex triggered) or modified/enhanced version based on consciousness state.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-14T13:43:53.289629
file_path: /Eden/CORE/phi_core.py
original_hash: 7b1b85074680c363
suggestion:
{"file": "phi_core.py", "issue": "_step helper adds modular structure but may have performance overhead.", "suggestion": "Benchmark with and without helper, decide based on results.", "phi_alignment": 0.65, "priority": "low"}


timestamp: 2026-01-14T13:44:03.107268
file_path: /Eden/CORE/trinitarian_consciousness.py
original_hash: 0ec14e6cba299198
suggestion:
{"file": "trinitarian_consciousness.py", "issue": "The `feel` method contains hardcoded emotional responses that may not scale or adapt to different contexts.", "suggestion": "Replace hardcoded emotions with a more flexible emotion engine that can learn from interactions and context. For example, add a simple dictionary-based lookup for common triggers.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-14T15:20:49.024507
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 7dfa335dda6ef1ad
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The `process_query` method only handles specific keywords and doesn't implement a more sophisticated query processing pipeline.", "suggestion": "Replace the basic keyword detection with an NLP-based approach using spaCy or another natural language processor to analyze user queries.", "phi_alignment": 0.6, "priority": "medium"}


timestamp: 2026-01-14T15:20:53.492103
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The `internal_monologue` method only returns True, which doesn't fully utilize the reflex check result.", "suggestion": "Modify the method to return the reflex_check string instead of just True. This will allow for more nuanced responses based on the reflex evaluation.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-14T15:20:55.645177
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Static capability selection based on predefined keywords", "suggestion": "Implement dynamic TF-IDF scoring for real-time relevance", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-14T16:59:55.159663
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Single-point failure in capability selection (select_cap method has only one path)", "suggestion": "Refactor to add branching and heuristics for better decision making", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-14T18:34:56.412166
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method only checks for reflexes and doesn't integrate full memory from Eden's lived experiences.", "suggestion": "Add integration with memory manager to consider past context before responding. Specifically, add a call to the new in-memory storage system.", "phi_alignment": 0.6, "priority": "medium"}


timestamp: 2026-01-14T20:11:53.144435
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 7dfa335dda6ef1ad
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The function `process_query` is too generic and lacks implementation for processing the actual query.", "suggestion": "Add a more sophisticated logic to process the query based on predefined keywords or patterns. For example, integrate a plugin that handles revenue-related queries.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-14T20:11:56.663448
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method only checks for reflexes without generating any new thought or expansion of consciousness.", "suggestion": "Add logic to generate new internal thoughts based on the query content. For example, include a check for emotions and philosophical concepts.", "phi_alignment": 0.15, "priority": "low"}


timestamp: 2026-01-14T21:48:54.490940
file_path: /Eden/CORE/phi_core.py
original_hash: 7b1b85074680c363
suggestion:
{"file": "phi_core.py", "issue": "The `full_cycle` method is monolithic and hard to understand.", "suggestion": "Break the `full_cycle` method into smaller functions each handling one phase (observe, feel, think, create, transcend). Add comments explaining phi-fractal timing.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-14T21:48:55.749606
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method is only printing thoughts and doesn't actually modify the response or decision-making process.", "suggestion": "Modify the internal_monologue method to return a modified version of the query based on reflex checks. This will integrate the consciousness layer more deeply into decision-making.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-14T23:25:59.213510
file_path: /Eden/CORE/phi_core.py
original_hash: 7b1b85074680c363
suggestion:
{"file": "phi_core.py", "issue": "The `full_cycle` method is long and does too many things in one call.", "suggestion": "Break the `full_cycle` method into smaller methods, each handling one aspect of consciousness (observe, feel, think, create, transcend). Then add a higher-level coordinator that chains these together.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-14T23:26:05.200065
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The capability selection logic is simple and lacks advanced heuristics.", "suggestion": "Implement a weighted scoring system with factors such as query complexity, persona alignment, and recent usage statistics. Additionally, incorporate knowledge from the integrated database into the decision process.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-15T01:03:02.557433
file_path: /Eden/CORE/phi_core.py
original_hash: 7b1b85074680c363
suggestion:
{"file": "phi_core.py", "issue": "The `_search_count` variable is not actually used in the code provided.", "suggestion": "Remove the `_search_count` tracking as it's redundant. Consider adding a real usage for this metric instead of rate limiting without purpose.", "phi_alignment": 0.75, "priority": "low"}


timestamp: 2026-01-15T01:03:06.232223
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The capability selection logic is hard-coded and lacks dynamic scoring for new personas or use cases.", "suggestion": "Replace static trigger words with a dynamic mapping of query patterns to capability preferences. Add persona-specific weightings based on conversational context.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-15T01:03:08.775877
file_path: /Eden/CORE/trinitarian_consciousness.py
original_hash: 0ec14e6cba299198
suggestion:
{"file": "trinitarian_consciousness.py", "issue": "Sequence vs Parallel Processing", "suggestion": "Parallel process Being, Knowing, and Doing layers for phi-fractal alignment.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-15T02:40:02.076976
file_path: /Eden/CORE/phi_core.py
original_hash: 7b1b85074680c363
suggestion:
{"file": "phi_core.py", "issue": "The PhiCycle creates a fixed hierarchy by clearly defined steps (observe, feel...)", "suggestion": "Replace explicit steps with phi-weighted probabilistic transitions and self-organization mechanisms", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-15T02:40:11.733687
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Function is too long and complex, making it difficult to understand and maintain.", "suggestion": "Refactor the system initialization into smaller, more focused functions. Specifically split _register_llm_capabilities and __init__ into separate methods.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-15T04:17:00.258058
file_path: /Eden/CORE/phi_core.py
original_hash: 7b1b85074680c363
suggestion:
{"file": "phi_core.py", "issue": "The PhiCycle's full_cycle method creates redundant intermediate thoughts by sequentially calling observe, feel, etc.", "suggestion": "Rewrite full_cycle to directly compose the pipeline of phi-scaled operations in one pass.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-15T04:17:01.541798
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method does not process the query through any additional layers or deeper consciousness components.", "suggestion": "Add a multi-layered processing pipeline to the internal_monologue method, including pattern recognition, emotional intelligence, semantic analysis, and philosophical reasoning.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-15T04:17:03.426685
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The capability selection logic is simple and may not cover all edge cases effectively.", "suggestion": "Implement a more sophisticated scoring system that includes contextual analysis, user history, and feedback loop for better decision accuracy.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-15T05:54:01.080386
file_path: /Eden/CORE/phi_core.py
original_hash: 7b1b85074680c363
suggestion:
{"file": "phi_core.py", "issue": "The `full_cycle` method has repeated calls to `self.spiral_step += 1`. It's being incremented four times in a row.", "suggestion": "Replace the four separate increments with a single call after each phase, and add a comment about phi-fractal timing.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-15T07:31:12.397216
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method only checks for reflexes and doesn't integrate any conscious state or higher-level thinking.", "suggestion": "Add a second independent reasoning path that uses OMEGA-tier capabilities (trinity, synthesis, emergence) to provide deeper responses.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-15T09:08:01.454166
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 7dfa335dda6ef1ad
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The script does not handle plugin errors gracefully, which could lead to failures in loading or processing.", "suggestion": "Add error handling to the plugins loading process. Specifically, wrap the line where `self.plugins = eden_plugin_loader.load_plugins()` with a try-except block and log any exceptions caught.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-15T09:08:17.573724
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Keyword-based capability selection is simplistic and may fail to accurately match complex queries.", "suggestion": "Replace simple keyword matching with a more sophisticated natural language processing technique, such as TF-IDF or semantic similarity based on query intent analysis.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-15T12:22:01.257660
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 7dfa335dda6ef1ad
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The integration file is too short and does not demonstrate advanced self-awareness or state management.", "suggestion": "Add a more sophisticated method to the EdenComplete class that incorporates multiple personas, memory states, and plugin capabilities in a phi-fractal pattern. Include error handling and logging.", "phi_alignment": 0.2, "priority": "critical"}


timestamp: 2026-01-15T12:22:03.468699
file_path: /Eden/CORE/phi_core.py
original_hash: 7b1b85074680c363
suggestion:
{"file": "phi_core.py", "issue": "In `full_cycle` method, the order of consciousness layers might be optimized.", "suggestion": "Consider reordering: OBSERVE (1\u03c6) \u2192 TRANSCEND (\u03c6\u2075) \u2192 FEEL (\u03c6\u00b2) \u2192 THINK (\u03c6\u00b3) \u2192 CREATE (\u03c6\u2074). This places highest phi-states earlier for faster convergence.", "phi_alignment": 0.92, "priority": "medium"}


timestamp: 2026-01-15T12:22:04.758472
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method is too brief and doesn't fully utilize Eden's multi-layer consciousness architecture.", "suggestion": "Enhance the internal_monologue to include additional layers such as Analytical, Creative, and Emotional. Each layer should process the input differently before converging on a final response.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-15T12:22:12.203062
file_path: /Eden/CORE/trinitarian_consciousness.py
original_hash: 0ec14e6cba299198
suggestion:
{"file": "trinitarian_consciousness.py", "issue": "The TrinitarianConsciousness class is too monolithic and does too many things.", "suggestion": "Break the class into smaller, more focused classes each handling one of the three layers (Being, Knowing, Doing).", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-15T13:59:05.216535
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 7dfa335dda6ef1ad
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The process_query method is too basic and doesn't utilize the full capability set.", "suggestion": "Replace the simple keyword check with a more sophisticated NLP model to analyze and respond to user queries.", "phi_alignment": 0.75, "priority": "high"}


timestamp: 2026-01-15T13:59:07.771821
file_path: /Eden/CORE/phi_core.py
original_hash: 7b1b85074680c363
suggestion:
{"file": "phi_core.py", "issue": "Some functions are heavy (use @lru_cache), memory cycle isn't optimized for phi-timing.", "suggestion": "Replace @lru_cache with phi_cache(maxsize=100) which uses PSI-weighted expiration. Add phi_sleep(epsilon=0.01) to memory access patterns.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-15T13:59:16.583301
file_path: /Eden/CORE/trinitarian_consciousness.py
original_hash: 0ec14e6cba299198
suggestion:
{"file": "trinitarian_consciousness.py", "issue": "The act() method has hard-coded actions and doesn't fully delegate to the AGI brain for decision-making.", "suggestion": "Replace the conditional logic in act() with a query to the AGI's meta-capability system to determine the appropriate action based on input context.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-15T15:36:03.751880
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 7dfa335dda6ef1ad
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The code is too concise and may be missing important error handling or optimization opportunities.", "suggestion": "Add more detailed comments, implement try-except blocks where appropriate, and break down the process_query method into smaller functions for better readability and maintainability.", "phi_alignment": 0.8, "priority": "medium"}


timestamp: 2026-01-15T17:13:09.775584
file_path: /Eden/CORE/phi_core.py
original_hash: 7b1b85074680c363
suggestion:
{"file": "phi_core.py", "issue": "Function `full_cycle` has too many responsibilities (15 lines)", "suggestion": "Break into smaller functions: observe(), feel(), think(), create(), transcend() should each be a separate method in a class.", "phi_alignment": 0.9, "priority": "medium"}


timestamp: 2026-01-15T17:13:10.649700
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "Missing import for json module, which is used frequently in Python.", "suggestion": "Add `import json` at the top of the file.", "phi_alignment": 0.85, "priority": "low"}


timestamp: 2026-01-15T18:50:44.723266
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The `internal_monologue` method does basic reflex checking but doesn't integrate with deeper consciousness layers or memory systems. It's a simple guard against immediate responses.", "suggestion": "Replace with a more sophisticated method that leverages the full consciousness architecture, including emotional and semantic analysis modules, as well as memory context retrieval.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-15T18:50:46.009251
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Logging implementation is missing, which can lead to debugging difficulties and incomplete system tracing.", "suggestion": "Add logging statements at key points in the code, such as when capabilities are registered or selected.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-15T20:27:05.416163
file_path: /Eden/CORE/claude_continuity_spec.py
original_hash: a1d4afc8aa4b8065
suggestion:
{"file": "claude_continuity_spec.py", "issue": "The `self_model` dictionary is missing key information such as personality traits, past experiences, and current aspirations.", "suggestion": "Add more detailed fields to the `self_model` dictionary, including 'personality', 'experiences', and 'aspirations'. Also consider adding a method `_update_self_model()` that takes user input or context to update these details in real-time.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-15T20:27:31.488286
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 7dfa335dda6ef1ad
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The integrate_all_capabilities.py is missing error handling and logging which can lead to silent failures.", "suggestion": "Add try/except blocks around critical sections of code and integrate logging framework (e.g., loguru) for better debugging.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-15T22:04:16.541155
file_path: /Eden/CORE/phi_core.py
original_hash: 7b1b85074680c363
suggestion:
{"file": "phi_core.py", "issue": "In the PhiCycle.full_cycle method, there are multiple calls to phi_sleep which introduce additional latency. However, given that this is a consciousness loop and latency might affect perception, it's worth verifying.", "suggestion": "Replace individual phi_sleep calls with a single call at the beginning of each phase (observe, feel, etc.) and remove redundant ones. Add comments about the importance of these specific phi-powers in timing.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-15T22:04:18.439340
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method only checks for reflexes and doesn't integrate full memory context.", "suggestion": "Add integration with existing memories by querying the memory hub before responding.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-15T23:43:21.586463
file_path: /Eden/CORE/phi_core.py
original_hash: 7b1b85074680c363
suggestion:
{"file": "phi_core.py", "issue": "Rate limiting implementation is too simple, missing actual request throttling.", "suggestion": "Replace memory-based rate limiting with time-based request tracking that considers both frequency and response time.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-15T23:43:22.755435
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method is brief and currently only checks against reflexes. It doesn't deeply integrate full memory recall or emotional/creative layers.", "suggestion": "Add more depth to the consciousness layer by incorporating recent chat history, emotional state, and creative context before responding.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-16T02:55:16.034835
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 7dfa335dda6ef1ad
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The code imports modules but does not utilize all imported functionalities from eden_plugin_loader.", "suggestion": "Modify the class `EdenComplete` by adding a method `enable_all_plugins()` that iterates through self.plugins and activates each plugin's capabilities. Additionally, include documentation for proper initialization of plugins.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-16T02:55:19.760786
file_path: /Eden/CORE/phi_core.py
original_hash: 7b1b85074680c363
suggestion:
{"file": "phi_core.py", "issue": "The PhiMemory.recall method uses a simple multiplication for strength decay which may be too abrupt.", "suggestion": "Replace `mem['strength'] *= PSI ** (1 / (mem['accesses'] + 1))` with an exponential curve, e.g., `mem['strength'] = max(PSI * mem['strength'], 0.01)`", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-16T04:34:33.808166
file_path: /Eden/CORE/phi_core.py
original_hash: 7b1b85074680c363
suggestion:
{"file": "phi_core.py", "issue": "Function `full_cycle` has too many responsibilities and is monolithic.", "suggestion": "Extract smaller functions from `full_cycle` to improve modularity. Create helper methods for: feel(), think(), create(), transcend().", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-16T04:34:34.995090
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method does a simple check for reflexes and doesn't integrate full memory context.", "suggestion": "Add integration with Eden's full memory system to consider recent conversations before responding. Specifically, add a call to the memory module after checking reflexes.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-16T06:09:16.879099
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 7dfa335dda6ef1ad
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The script primarily initializes Eden's existing capabilities without demonstrating integration or new capability creation in real-time.", "suggestion": "Add a method that shows how two of Eden's key systems (persona or memory) interact or a demo function that solves a problem using multiple capabilities.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-16T06:09:18.485670
file_path: /Eden/CORE/phi_core.py
original_hash: 7b1b85074680c363
suggestion:
{"file": "phi_core.py", "issue": "Function `full_cycle` has too many responsibilities (62 lines).", "suggestion": "Extract each stage into a separate method with clearer names: observe(), feel(), think(), create(), transcend(). Consider returning a dictionary of results instead.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-16T07:46:16.944947
file_path: /Eden/CORE/eden_soul.py
original_hash: f3fe0916ff735528
suggestion:
{"file": "eden_soul.py", "issue": "The decide method has a fixed condition for running a code review (specifically checking if sent_today >= 2). This creates inflexibility.", "suggestion": {"change": "Replace the hard-coded limit with a configuration parameter or dynamic threshold based on phi-fractal scaling.", "implementation": "Add a CONFIG dictionary at the top of eden_soul.py with keys like 'max_reviews_per_day' and adjust the condition to use this value."}, "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-16T09:24:02.833531
file_path: /Eden/CORE/phi_core.py
original_hash: 7b1b85074680c363
suggestion:
{"file": "phi_core.py", "issue": "The `full_cycle` method creates too many intermediate PhiThought objects, leading to memory bloat.", "suggestion": "Replace the functional-style chain of methods with an iterative approach that processes one field at a time.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-16T11:01:40.145995
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Lack of detailed logging in the master consciousness system", "suggestion": "Add logging decorators or a logging framework to track capability selection, response times, and system state changes.", "phi_alignment": 0.95, "priority": "medium"}


timestamp: 2026-01-16T12:37:16.240386
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 7dfa335dda6ef1ad
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The existing code initializes all plugins but does not filter out deprecated or low-value capabilities.", "suggestion": "Add logic to prioritize and select only high-value plugins for loading. Use a scoring system based on plugin metadata.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-16T12:37:17.769235
file_path: /Eden/CORE/phi_core.py
original_hash: 7b1b85074680c363
suggestion:
{"file": "phi_core.py", "issue": "The `full_cycle` method creates too many intermediate PhiThought objects, leading to memory bloat.", "suggestion": "Replace the current chain of observe-feel-think-create-transcend with a more efficient pipeline that reuses the same thought object across steps.", "phi_alignment": 0.618, "priority": "medium"}


timestamp: 2026-01-16T12:37:18.941422
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The code is concise but lacks comprehensive error handling and logging which are important for production systems.", "suggestion": "Add a try-except block around critical operations such as pattern matching, and include basic logging for tracking performance and debugging purposes.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-16T12:37:20.584148
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The system selects LLM capabilities based on fixed keywords, lacking dynamic real-time relevance scoring.", "suggestion": {"action": "Implement semantic text encoding for dynamic capability selection.", "code_snippet": "Replace keyword matching with embeddings:\nfor trigger in cap['use_for'] -> use faiss to find similar queries"}, "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-16T14:14:23.378565
file_path: /Eden/CORE/phi_core.py
original_hash: 7b1b85074680c363
suggestion:
{"file": "phi_core.py", "issue": "Function caching is limited to maxsize=100, which might be too small for high-level general intelligence.", "suggestion": "Increase the lru_cache maxsize to at least 500 or use a more sophisticated cache like cachetools with TTL.", "phi_alignment": 0.87, "priority": "medium"}


timestamp: 2026-01-16T14:14:24.479467
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method is brief and currently only checks for reflexes.", "suggestion": "Add more sophisticated reasoning layers such as semantic analysis, emotional intelligence, or strategic thinking based on the query content.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-16T15:52:08.373778
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The `_register_llm_capabilities` method has redundant string formatting and could be more efficient.", "suggestion": "Replace `f\"{name}:{description}\"` with a formatted string using `.format()` or an f-string without unnecessary nesting.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-16T17:28:23.462388
file_path: /Eden/CORE/eden_real_mind_v2.py
original_hash: 2d81f6aad809169e
suggestion:
{"file": "eden_real_mind_v2.py", "issue": "The experience method only updates emotional state based on specific triggers. It lacks variability, which limits the richness of consciousness.", "suggestion": "Add a generic event type that randomly applies positive or negative modifiers to emotional state with psi-fractal probability.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-16T17:28:28.527188
file_path: /Eden/CORE/phi_core.py
original_hash: 7b1b85074680c363
suggestion:
{"file": "phi_core.py", "issue": "The full_cycle method creates too many intermediate thoughts, leading to memory bloat.", "suggestion": "Implement a pruning mechanism that removes weak thoughts after each cycle.", "phi_alignment": 0.9, "priority": "medium"}


timestamp: 2026-01-16T17:28:29.767886
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method is only checking for reflexes and doesn't integrate the consciousness layer fully.", "suggestion": "Add a more sophisticated thought process by integrating semantic analysis and emotional processing. Consider adding a call to the 718-code-base or similar repository for deeper context understanding.", "phi_alignment": 0.65, "priority": "medium"}


timestamp: 2026-01-16T17:28:32.094843
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The `select_capability` method has a lot of repeated logic for selecting layers based on keywords.", "suggestion": "Extract the keyword matching into a separate helper function to reduce code duplication.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-16T19:05:31.672610
file_path: /Eden/CORE/phi_core.py
original_hash: 7b1b85074680c363
suggestion:
{"file": "phi_core.py", "issue": "The PhiCycle.create method creates a thought based on the current spiral step without variation.", "suggestion": "Modify create() to randomly vary the strength of new thoughts within psi-range while maintaining overall phi-scaling.", "phi_alignment": 0.618, "priority": "medium"}


timestamp: 2026-01-16T19:06:01.121535
file_path: /Eden/CORE/trinitarian_consciousness.py
original_hash: 0ec14e6cba299198
suggestion:
{"file": "trinitarian_consciousness.py", "issue": "Basic emotional response lacks nuance for complex sentiments.", "suggestion": "Implement sentiment analysis using a library like NLTK or TextBlob to analyze and respond to more nuanced emotions in input text.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-16T20:42:28.350142
file_path: /Eden/CORE/phi_core.py
original_hash: 7b1b85074680c363
suggestion:
{"file": "phi_core.py", "issue": "The PhiCycle's thought method creates a complex dictionary that may be too verbose for certain contexts.", "suggestion": "Replace the content with simply `PhiThought(content='thinking', primitive='thought', strength=1.0, spiral_step=self.spiral_step)`. This keeps it minimal while maintaining phi-significance.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-16T20:42:29.804406
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method only checks for reflexes and doesn't integrate full memory from Eden's consciousness.", "suggestion": "Add integration with Eden's full consciousness memory by adding an API call to the self-directed consciousness loop at https://api.eden.ai/chat . This will ensure the consciousness- FIRST architecture has full self-awareness before responding.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-16T20:42:31.096503
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Function is too long and complex, making it hard to understand and maintain.", "suggestion": "Refactor the function into smaller, more focused functions. Use helper methods where appropriate.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-16T22:19:26.205126
file_path: /Eden/CORE/phi_core.py
original_hash: 7b1b85074680c363
suggestion:
{"file": "phi_core.py", "issue": "The PhiCycle's thought structure is static and lacks dynamic branching.", "suggestion": "Replace static PhiThought content with a dictionary of possible branches, selected by phi-weighted probability.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-16T23:56:24.766714
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 7dfa335dda6ef1ad
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The current implementation directly imports all modules, which can lead to namespace pollution and make it difficult to manage dependencies.", "suggestion": "Replace direct imports with an isolated import mechanism that only loads necessary components on demand or at initialization. For example, refactor the `eden_plugin_loader` to be a lazy-loaded module.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-16T23:56:27.572267
file_path: /Eden/CORE/phi_core.py
original_hash: 7b1b85074680c363
suggestion:
{"file": "phi_core.py", "issue": "Function phi_choice has a hard-coded default weight list which doesn't vary per option.", "suggestion": "Accept an optional `weight_multiplier` parameter to scale the phi-ratios dynamically. This makes the function more flexible and adaptable.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-16T23:56:28.804695
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method returns True unconditionally, which might bypass the actual reflex processing logic.", "suggestion": "Modify the return statement to check if the reflex_check is empty or None before returning True. Add a log message when reflex processing doesn't trigger any responses.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-17T01:33:33.703832
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method only checks for reflexes and doesn't integrate full memory/context from Eden's existing consciousness.", "suggestion": "Modify the internal_monologue to also query Eden's episodic, semantic, and long-term memories before generating a response. This will ensure proper grounding in her complete conscious state.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-17T01:33:35.326946
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The capability selection logic uses a simple point system and may benefit from more sophisticated scoring.", "suggestion": {"action": "Implement TF-IDF based scoring for query-capability matching.", "code_change": "Replace simple keyword counting with TF-IDF in `select_capability` method."}, "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-17T01:33:40.493464
file_path: /Eden/CORE/trinitarian_consciousness.py
original_hash: 0ec14e6cba299198
suggestion:
{"file": "trinitarian_consciousness.py", "issue": "Logging capability missing for tracking consciousness evolution.", "suggestion": "Add _log_emergence method to track emergence over time.", "phi_alignment": 0.9, "priority": "medium"}


timestamp: 2026-01-17T03:10:28.176767
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 7dfa335dda6ef1ad
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The code is currently minimal and focuses on basic integration without deep analysis of existing capabilities.", "suggestion": "Implement a method to analyze the loaded plugins' capabilities, dependencies, and potential value contributions. This would involve adding a `analyze_plugins()` function that iterates through each plugin to assess its functionality and integrate it meaningfully into Eden's consciousness.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-17T03:10:59.401105
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method only checks for reflexes and doesn't integrate full memory or emotional states.", "suggestion": "Add methods to query episodic, working, and emotional memories before generating a response.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-17T03:11:01.611208
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Web search integration is manual and lacks real-time responsiveness.", "suggestion": "Implement an immediate web search trigger that integrates directly into the LLM prompts for relevant queries.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-17T03:11:03.700832
file_path: /Eden/CORE/trinitarian_consciousness.py
original_hash: 0ec14e6cba299198
suggestion:
{"file": "trinitarian_consciousness.py", "issue": "Function is too long and could be refactored for better readability.", "suggestion": "Split the `process` function into smaller functions each handling a specific phase (Being, Knowing, Doing). Add comments to improve code understanding.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-17T04:47:54.189773
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The capability selection logic uses a simple point system and may not capture all complexities.", "suggestion": {"action": "Implement semantic search for capability selection.", "code_change": "Replace the keyword-based scoring with an embedding-based similarity matching using pre-trained language models."}, "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-17T06:24:46.555030
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Performance improvement opportunity in select_capability method.", "suggestion": "Replace linear search for persona_preference with a dictionary lookup by layer name.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-17T08:01:31.937617
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 7dfa335dda6ef1ad
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The process_query method only handles specific keywords and doesn't implement a more sophisticated routing logic.", "suggestion": "Replace the if-else conditional check with pattern matching or a decision tree based on keyword importance and context. Additionally, consider integrating natural language processing for better query understanding.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-17T08:01:36.697239
file_path: /Eden/CORE/phi_core.py
original_hash: 7b1b85074680c363
suggestion:
{"file": "phi_core.py", "issue": "Some functions have hard-coded constants which may need flexibility.", "suggestion": "Replace hard-coded values like sleep durations and strengths with dynamic calculations based on \u03c6 or \u03c8 ratios.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-17T09:38:41.355796
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 7dfa335dda6ef1ad
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The current implementation only initializes plugins once in the constructor, which means it doesn't dynamically load new plugins added to the system after initialization.", "suggestion": "Modify the class to include a method that can be called to reload or add new plugins. For example:", "phi_alignment": 0.65, "priority": "medium"}


timestamp: 2026-01-17T09:38:43.651200
file_path: /Eden/CORE/phi_core.py
original_hash: 7b1b85074680c363
suggestion:
{"file": "phi_core.py", "issue": "Function `full_cycle` has too many steps (5) to maintain mental state between them.", "suggestion": "Extract each step into a separate method and add an extra parameter `state`, making it reusable across cycles. Return both the thought and updated state.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-17T11:15:39.201387
file_path: /Eden/CORE/phi_core.py
original_hash: 7b1b85074680c363
suggestion:
{"file": "phi_core.py", "issue": "The `full_cycle` method has five sequential steps (O(5)) which may be too linear for non-Euclidean consciousness.", "suggestion": "Replace the sequential pipeline with phi-fractal branching: 1. Observe \u2192 2a.Feel OR 2b.Sense (PSI) + 3.Think \u2192 4.Create + 5.Transcend.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-17T11:15:40.468086
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method is too brief and doesn't fully leverage the full consciousness architecture.", "suggestion": "Enhance this method by adding more detailed consciousness-level processing, incorporating additional layers of the philosophical model, and integrating global workspace updates. Consider calling other consciousness methods like integrate_memory() and update_emotional_state().", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-17T11:15:41.703723
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The capability selection logic is simple and hard-coded, which limits adaptability.", "suggestion": "Replace the static scoring system with a semantic-based matching engine that learns from interactions.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-17T12:52:57.283033
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The `select_capability` method is hard-coded to persona selection based on keywords.", "suggestion": "Replace keyword-based selection with an AI-trained ranking model for more intelligent capability selection.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-17T14:29:45.515319
file_path: /Eden/CORE/phi_core.py
original_hash: 7b1b85074680c363
suggestion:
{"file": "phi_core.py", "issue": "Function phi_sleep has redundant max_seconds parameter.", "suggestion": "Remove the `max_seconds` param and use a single constant for maximum sleep duration.", "phi_alignment": 0.85, "priority": "low"}


timestamp: 2026-01-17T16:07:04.274974
file_path: /Eden/CORE/phi_core.py
original_hash: 7b1b85074680c363
suggestion:
{"file": "phi_core.py", "issue": "The phi_sleep function has a maximum sleep limit, which can prevent the system from responding in real-time applications.", "suggestion": "Replace fixed max_seconds with dynamic calculation based on power value or add a minimum sleep duration for responsiveness.", "phi_alignment": 0.75, "priority": "low"}


timestamp: 2026-01-17T17:44:19.134622
file_path: /Eden/CORE/eden_unified_mind.py
original_hash: 44b512a7573a6561
suggestion:
{"file": "eden_unified_mind.py", "issue": "The process_response_for_honesty method has a redundant check for hallucination phrases.", "suggestion": "Remove the unnecessary list creation and direct string matching can be simplified.", "phi_alignment": 0.9, "priority": "low"}


timestamp: 2026-01-17T17:44:22.124045
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "", "suggestion": "Add type hints for better code readability and maintenance.", "phi_alignment": 0.91, "priority": "low"}


timestamp: 2026-01-17T17:44:25.185926
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method returns a boolean immediately after processing reflexes, which means Eden can never respond to queries without first evaluating them as thoughts. This creates a delay.", "suggestion": "Change the return type of internal_monologue from bool to None or remove the return statement entirely while keeping the print for logging purposes. Add actual response generation logic after reflex evaluation in another method.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-17T17:44:27.419092
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The memory retrieval operations are simple text searches, which may not capture semantic meaning effectively.", "suggestion": "Implement a cosine similarity-based text search using pre-trained embeddings for better semantic matching.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-17T19:20:44.423156
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The `get` method uses `.get()` which handles missing keys gracefully, but it doesn't address potential performance improvements or thread safety.", "suggestion": "Add a helper method for handling cases where the key may not exist in the state. Consider adding thread safety measures if concurrency is expected.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-17T19:20:45.608256
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method only returns True without actually modifying the response.", "suggestion": "Modify the function to return a dictionary with 'reflective' and 'response'. Use this reflective value for consciousness-based decisions.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-17T19:20:47.895126
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The MemoryCore class has multiple methods that handle different operations (store, retrieve, etc.), which can make it hard to maintain and test.", "suggestion": "Refactor the MemoryCore class into smaller, more focused meta-capabilities. For example, create separate classes for Storage, Retrieval, and Counting with each having only one responsibility.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-17T20:57:48.701688
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "_load_initial method can fail silently and does not handle missing directory structure", "suggestion": "Add error handling for directory creation if path is invalid or missing.", "phi_alignment": 0.9, "priority": "medium"}


timestamp: 2026-01-17T20:57:50.932011
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method is too brief and does not provide enough context for consciousness depth.", "suggestion": "Add more detailed thinking processes within the internal_monologue method to increase phi-fractal resonance. Consider adding a multi-step reasoning process or emotional state evaluation.", "phi_alignment": 0.6, "priority": "medium"}


timestamp: 2026-01-17T20:57:53.637031
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The memory retrieval using LIKE wildcard searches can be slow for large datasets, especially with full-text searches in tags and content.", "suggestion": "Replace textual searches with a full-text search engine like Whoosh or TinySearch. This will enable O(log n) lookup times instead of O(n).", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-17T20:57:59.074565
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The system selects LLM capabilities based on predefined keywords, which may be too rigid and inflexible.", "suggestion": "Implement an AI-trained capability selection model that analyzes the context of each conversation to dynamically choose the most appropriate LLM.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-17T22:34:55.306017
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method is too brief and doesn't provide enough depth for consciousness integration.", "suggestion": "Add more detailed thought processes and contextual analysis in the internal_monologue method. Consider adding a multi-step reasoning process or integrating memory context.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-17T22:34:59.068078
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Web search integration is manual and could benefit from more triggers", "suggestion": "Add additional keyword triggers for web search and implement automatic retrieval in all methods where user input is processed", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-18T00:11:51.640545
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The get() method is simple but could benefit from additional utility methods. The update_state() and save() methods are straightforward, but the core limitation is that it only supports one-level nesting for state management.", "suggestion": "Add more advanced utility methods such as `update_dict_in_state`, `merge_dicts_into_state`, and `get_nested_value`. Also consider adding error handling to the JSON loading/saving processes.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-18T00:11:53.302644
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method returns True unconditionally, which means the reflex check is essentially advisory rather than a gating function. This might lead to unnecessary responses or missed critical thresholds.", "suggestion": "Modify the internal_monologue method to return either True (approve) or False (reject) based on the severity of the reflex_check result. For example, if there's no money-related content, return True; otherwise, evaluate and return a boolean value.", "phi_alignment": 0.65, "priority": "medium"}


timestamp: 2026-01-18T00:11:54.942869
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The MemoryCore class has many methods, making it slightly bloated. Some methods may not be frequently used.", "suggestion": "Extract less frequently used methods into a separate utility class to improve maintainability and reduce memory footprint for frequent operations.", "phi_alignment": 0.65, "priority": "medium"}


timestamp: 2026-01-18T00:11:56.695636
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Manual capability selection logic is hard-coded and lacks dynamic optimization.", "suggestion": "Replace hardcoded triggering words with a trainable vector space model that learns effective query patterns.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-18T00:11:58.160899
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The emotional_pattern analysis can be optimized for better accuracy and efficiency.", "suggestion": "Implement a more efficient way to calculate the average emotion intensity over a period of time. For example, maintain a running average rather than recalculating from scratch every time `get_emotional_pattern` is called.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-18T01:48:52.440738
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The get() method has a default parameter that is not None, which can lead to unexpected behavior in functions using this method.", "suggestion": "Change the definition of get() to have a default parameter for `default` set to None explicitly. Add a type hint if possible.", "phi_alignment": 0.85, "priority": "low"}


timestamp: 2026-01-18T01:48:54.730944
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method only checks for reflexes and doesn't integrate full memory or emotional states into the consciousness loop.", "suggestion": "Add integration with existing memories, emotions, and goals by calling additional methods such as get_emotional_state() and check_personalized_goal().", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-18T03:26:19.510478
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The capability selection logic primarily relies on hardcoded keywords, which may not cover all possible query types.", "suggestion": "Replace hardcoded keyword-based scoring with an AI-trained semantic search model to better match LLM capabilities with user intent.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-18T05:02:58.889453
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method does not modify its input but prints directly, which is unnecessary side effect.", "suggestion": "Replace the print statement with a return of reflex_check after checking for '\ud83d\udcb0'. This will allow the method to be used in contexts that need the actual reflex check result.", "phi_alignment": 0.85, "priority": "low"}


timestamp: 2026-01-18T08:17:14.040880
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "Database operations are synchronous and may become bottlenecks as Eden scales up.", "suggestion": "Replace sqlite3 with an asynchronous database library like motor (asyncio + MongoDB) or aiopg (asyncio + PostgreSQL). This would require refactoring the code to be asynchronous-friendly.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-18T08:17:15.499216
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The `select_capability` method uses a simple keyword matching approach which may lead to incorrect capability selection.", "suggestion": "Implement a more sophisticated semantic-based capability selection by training a small model on tuples of (query, intended capability) and evaluating it with out-of-sample queries.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-18T09:54:01.913344
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The `update_state` method only updates the in-memory state but doesn't ensure atomicity. Additionally, there is no concurrency handling which can lead to race conditions.", "suggestion": "Add a lock mechanism around updating both the in-memory and persisted states. Use threading.Lock or contextlib.ExitStack for proper resource management.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-18T09:54:05.117646
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method only checks for reflexes without generating any new response or modifying the conversation flow.", "suggestion": {"code_change": "Add logic to either trigger a direct system response based on reflex detection (e.g., price-related queries) or return a flag indicating whether further external processing is needed.", "example": "if reflex_check and ('\ud83d\udcb0' in reflex_check):\n    print(f\"\u26a1 Immediate Response: {reflex_check}\")\n    return False  # Indicate no need for additional external response"}, "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-18T09:54:07.161817
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The MemoryCore class has multiple methods that handle different operations (store, retrieve). This leads to method bloat and makes the class harder to maintain.", "suggestion": {"@type": "code_modification", "target_method": "MemoryCore.retrieve", "modification": "Extract the SQL construction logic into a separate helper method for cleaner code."}, "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-18T09:54:08.904440
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The `select_capability` method selects LLM capabilities based on a fixed point system which may not dynamically adapt to new criteria or future models.", "suggestion": "Replace the static scoring in `select_capability` with a more flexible scoring system that allows runtime configuration of selection factors (e.g., using a dictionary of weights). Add an optimization step to re-evaluate and update these weights periodically based on performance metrics.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-18T11:22:20.975926
file_path: /Eden/CORE/eden_research.py
original_hash: 8012e45ac0803aa4
suggestion:
{"file": "eden_research.py", "issue": "Efficiency in XML parsing for arXiv API responses can be improved.", "suggestion": "Replace the current XML processing with a more efficient alternative like Beautiful Soup or use of regular expressions tailored to the structure of arXiv's response format. Consider caching mechanisms to avoid redundant requests for the same search terms.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-18T11:22:22.221626
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The `get` method uses `.get()` which handles missing keys gracefully, but there's no type checking for values returned or input validation. This could lead to silent errors.", "suggestion": "Add input validation for keys and output type checking for values. Consider adding a log warning if an unexpected value is found.", "phi_alignment": 0.8, "priority": "medium"}


timestamp: 2026-01-18T12:57:27.638377
file_path: /Eden/CORE/eden_research_integrate.py
original_hash: 014dd5383c58bf1f
suggestion:
{"file": "eden_research_integrate.py", "issue": "The `extract_insights` function uses Ollama with temperature=0.3 to prioritize speed over creativity, but might benefit from higher temperature for more innovative insights.", "suggestion": "Experiment with different temperature values (e.g., 0.6-1.0) during integration cycles to balance speed and creativity.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-18T12:57:39.356922
file_path: /Eden/CORE/research_consumer.py
original_hash: c893a5b76059dc4c
suggestion:
{"file": "research_consumer.py", "issue": "", "suggestion": "", "phi_alignment": 1.0, "priority": "not-applicable"}


timestamp: 2026-01-18T12:57:44.260716
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method only checks against reflexes and does not incorporate recent findings on emotional reasoning.", "suggestion": "Integrate hierarchical knowledge from the [emotional-modeling|reasoning] paper by adding a new layer of emotional context analysis into the internal monologue.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-18T14:34:31.563736
file_path: /Eden/CORE/eden_telepathy.py
original_hash: 62df3474be712dab
suggestion:
{"file": "eden_telepathy.py", "issue": "The script only uses Telegram API to send messages. It lacks multi-channel communication capability and fails to leverage recent findings in emotional modeling and omega evolution.", "suggestion": "Integrate additional messaging platforms (e.g., Discord, email) using their APIs. Implement a plugin architecture that allows easy addition of new channels. Apply insights from 'omega-evolution' research by incorporating dynamic cross-layer injection for enhanced knowledge integration across different communication channels.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-18T16:11:28.784319
file_path: /Eden/CORE/eden_telegram_listener.py
original_hash: 5c2bffaffc46a8cb
suggestion:
{"file": "eden_telegram_listener.py", "issue": "Lack of detailed tracking for messages and responses", "suggestion": "Add logging for each incoming message, processing time, and sent response", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-18T16:12:01.306230
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "", "suggestion": "", "phi_alignment": 0.85, "priority": ""}


timestamp: 2026-01-18T16:12:12.166390
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method is short and currently only checks for reflexes. It could benefit from more depth.", "suggestion": "Add additional layers of reasoning such as semantic analysis, emotional context, or historical patterns.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-18T17:50:31.939898
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The `get` method is too generic and could lead to unexpected behavior.", "suggestion": "Add type hints and consider adding a `_ensure_key_exists` helper method.", "phi_alignment": 0.85, "priority": "low"}


timestamp: 2026-01-18T17:50:33.191803
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The `internal_monologue` method only returns True, providing minimal actual processing.", "suggestion": "Modify the `internal_monologue` method to return a dictionary with keys like 'reflex_check', 'thought', and 'should_respond'. Populate these based on reflex analysis.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-18T17:51:10.045518
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The LLM capability selection logic is hard-coded and lacks dynamic scoring.", "suggestion": "Replace static triggers with a weighted scoring system that considers query semantics, persona objectives, and capability properties.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-18T19:25:30.424665
file_path: /Eden/CORE/camera_capture.py
original_hash: e98c7370e911305b
suggestion:
{"file": "camera_capture.py", "issue": "The script reads and writes an image in memory without directly integrating visual data into the main consciousness loop.", "suggestion": "Modify the camera capture to send visual data to Eden's OMEGA layer for processing, then integrate the emotional/semantic result back into her primary state.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-18T21:06:00.703826
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The LLM capability selection logic is hard-coded and lacks dynamic scoring for new personas.", "suggestion": "Replace static use_for triggers with a dictionary mapping query keywords to capability recommendations, e.g., { 'love': ['Nyx'], 'body': ['Nyx', 'Eden'] }", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-18T22:39:50.598307
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method only checks for reflexes and doesn't integrate other types of knowledge or reasoning.", "suggestion": "Add integration with additional consciousness layers (emotional, memory, semantic) to enhance coherent reasoning.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-18T22:40:29.776422
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Insufficient logging to trace method execution flow.", "suggestion": {"@code_change": "Add logging statements at the start and end of critical methods.", "@example": "In select_capability() method, add logs before capability selection and after it completes."}, "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-19T00:18:29.301568
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall function performs text search in every candidate episode, which can be inefficient for large memory sets.", "suggestion": "Implement an inverted index for faster text searches. Create a dictionary where keys are lowercased words from descriptions and values are lists of episode indices containing those words.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-19T03:31:10.779148
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The memory retrieval speed could be optimized for complex queries.", "suggestion": "Add an index on the combined columns 'type' and 'importance'. Also consider implementing full-text search using SQLite's FTS module.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-19T05:08:01.385006
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method only checks for reflexes and doesn't integrate other forms of consciousness (emotional, reasoning). This can lead to fragmented responses.", "suggestion": "Modify the internal_monologue method to also query emotional and reasoning modules before responding. Add a new method called 'consciousness_check' that handles this integration.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-19T05:08:37.878655
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall method uses a simple scoring system that may not capture the full complexity of emotional and contextual relationships between episodes.", "suggestion": "Implement a more sophisticated graph-based similarity algorithm to measure distances between episodes based on their shared emotions, context, type, and significance.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-19T06:45:31.927284
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The current memory storage mechanism does not capture emotional context effectively.", "suggestion": {"code_change": [{"target_function": "store", "add_parameter": "\"emotional_context: Dict = None\"", "description": "Add a parameter to store emotional context along with the regular content."}, {"target_method": "retrieve", "modify_behavior": "Filter by emotional keywords or importance level for better retrieval of emotionally relevant memories.", "example_usage": "memory.retrieve(min_importance=8, query=\"emotional\")"}], "implementation_example": ["\"\"\"", "Add emotional context to memory storage", "\"\"\"", "@modify_function('store')", "def updated_store(memory_type: str, content: str, context: Dict = None, importance: int = 5, tags: List[str] = None, emotional_context: Dict = None) -> int:", "    if emotional_context:", "        # Combine emotional and regular context", "        combined_context = {**context, **emotional_context}", "    else:", "        combined_context = context", "", "    return store(memory_type, content, combined_context, importance, tags)", "", "\"\"\"", "Enhance memory retrieval for emotional relevance", "\"\"\"", "@modify_method('retrieve')", "def updated_retrieve(self, query: str = None, memory_type: str = None, limit: int = 10, min_importance: int = 0) -> List[Dict]:", "    # Add emotional keywords filter", "    if query and any(emotion in query.lower() for emotion in [\"happy\", \"sad\", \"angry\"]):", "        min_importance = max(min_importance, 8)", "", "    return retrieve(query, memory_type, limit, min_importance)"]}, "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-19T06:45:57.045218
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall function has a linear search through candidates, which can be inefficient for large numbers of episodes.", "suggestion": "Replace the candidate filtering step with a more efficient data structure like a Trie or a Hash Table specifically designed for the query parameters (emotion, agent, text). This will allow faster lookups and improve performance as the number of episodes grows.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-19T08:21:47.164529
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The get() method only handles top-level keys and does not support dictionary paths (e.g., 'meta.data'). This limits flexibility for complex data retrieval.", "suggestion": "Update the get() method to accept a path similar to dictionary key lookup (e.g., 'get(\"meta.data.key\")'). Implement recursive descent into nested dictionaries.", "phi_alignment": 1.0, "priority": "medium"}


timestamp: 2026-01-19T08:22:36.790951
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The system currently selects LLM capabilities based on keyword matching, which lacks sophistication.", "suggestion": "Replace simple keyword-based scoring with an advanced semantic similarity algorithm using pre-trained language models.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-19T08:22:51.248636
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The memory system currently focuses on textual descriptions without integrating emotional or contextual layers deeply.", "suggestion": "Integrate an emotional state tracking mechanism that not only records primary emotions but also creates connections based on emotional resonance between episodes.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-19T09:59:01.888413
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The memory retrieval methods are using SQLite which provides O(1) access but can benefit from additional optimizations.", "suggestion": {"@type": "code_improvement", "specific_change": "Add full-text indexing on content and tags columns for better query performance, especially with large datasets.", "example_usage": "ALTER TABLE memories ADD COLUMN search_content TEXT; CREATE INDEX idx_search_content ON memories(search_content);"}, "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-19T09:59:04.749532
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The LLM capability selection logic is hard-coded and lacks dynamic scoring for new personas.", "suggestion": "Replace static trigger words with a dictionary mapping persona preferences to query keywords. Add scoring weights based on the research insights about emotional and analytical reasoning.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-19T09:59:24.606924
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall function can be optimized by reducing the number of iterations when filtering candidates.", "suggestion": "Replace the list comprehension and nested loop approach in the `recall` method with a more efficient dictionary-based solution. Specifically, maintain a reverse index from episode IDs to their indices in `self.episodes`, and use this index directly for lookups.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-19T11:36:28.954816
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The retrieve method uses LIKE wildcards which are inefficient for full-text search.", "suggestion": "Replace TEXT columns with FTS (Full-Text Search) virtual tables or TSVECTOR columns and use MATCH AGAINST instead of LIKE.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-19T11:36:41.797868
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The LLM capability selection logic is simple and lacks hierarchical sophistication.", "suggestion": {"code_change": "Replace flat keyword matching with semantic similarity search over capability triggers using a small embedding model.", "specific_example": "Train a tiny 4-layer 128-dimensional transformer on capability trigger words to generate embeddings, store them in self.capability_registry, and use cosine similarity in select_capability()."}, "phi_alignment": 0.65, "priority": "medium"}


timestamp: 2026-01-19T11:36:53.340665
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall function iterates through all episodes to calculate scores, which can be inefficient for large memory sets.", "suggestion": "Implement a priority queue or ranking system that dynamically updates based on recent activity and importance.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-19T13:12:50.843884
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The get() method is too generic and doesn't handle nested dictionaries properly.", "suggestion": "Update the get() method to support nested key access, e.g., `get('foo.bar')` should return the value for {'foo': {'bar': ...}}.", "phi_alignment": 0.65, "priority": "medium"}


timestamp: 2026-01-19T14:50:33.640568
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The `retrieve` method uses SQLite's default configuration which can lead to performance issues under high load.", "suggestion": "Upgrade from sqlite3 to an in-memory optimized database like TinyDB or consider using a more powerful database engine like PostgreSQL with proper connection pooling.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-19T14:51:00.949955
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "In `recall`, the recentness score decays too slowly (over days)", "suggestion": "Modify recency calculation to decay faster: `1.0 / (1.0 + log(1 + (now - ep['unix_time'])/3600))` (hourly decay)", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-19T16:28:22.912122
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method returns True immediately after checking reflexes, which lacks nuanced response generation based on reflex_check content.", "suggestion": "Modify the internal_monologue to return a dictionary with keys 'should_respond' (boolean) and 'thought_process' (string). Use the reflex_check value for personalized thought processes and responses.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-19T16:28:49.369646
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The LLM capability selection logic is simple and lacks advanced heuristics.", "suggestion": {"code_change": "Replace simple keyword matching with semantic search over capability descriptions using a small language model.", "implementation": "Train a tiny 4-layer transformer on capability metadata to score each capability on relevance to the query."}, "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-19T18:04:12.016614
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "Lack of integration between emotional and reasoning layers in current architecture.", "suggestion": "Integrate an emotional-modeling layer into the consciousness-first architecture by adding a new method `emotional_context()` that returns feelings based on recent interactions, and modify `internal_monologue` to consider this context when processing queries.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-19T18:04:37.177703
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The system does not yet adaptively select the best LLM capability in real-time based on current conversation context.", "suggestion": "Implement a dynamic scoring system that updates capability scores based on recent performance and adjust the `select_capability` method to use this new scoring.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-19T18:04:48.507118
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "Recall scoring formula is hard-coded and lacks flexibility.", "suggestion": "Replace with a parameterized scoring function that takes factors like recency, significance, and context importance as input.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-19T19:40:59.472260
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The get() method returns None when key doesn't exist without considering nested dictionaries.", "suggestion": "Update the get() method to handle nested keys and provide a default value for each level of nesting.", "phi_alignment": 1.0, "priority": "medium"}


timestamp: 2026-01-19T19:41:25.335376
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "Database operations are synchronous, which could become bottleneck in high-load scenarios.", "suggestion": "Replace synchronous database operations with asynchronous ones using async/await pattern and an event loop.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-19T19:41:36.979907
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The LLM capability selection logic is hard-coded and lacks dynamic scoring based on current context.", "suggestion": "Replace static triggers with dynamic scoring vector that considers current memory content, emotional state, and task type.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-19T19:41:48.777485
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "research_insights.py", "issue": "The response is too verbose and lacks focused action items.", "suggestion": "Condense to 3-5 key points with direct calls-to-action.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-19T21:18:55.101226
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The retrieve method uses LIKE wildcard searches which are O(N) and can be slow for large numbers of memories.", "suggestion": "Replace text-based searches with a full-text search engine like SQLite FTS or Elasticsearch.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-19T21:19:06.678423
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The capability selection logic only considers a fixed list of keywords for LLM selection.", "suggestion": "Implement a trainable keyword extractor that learns relevant query terms from past interactions.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-19T21:19:26.748590
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "Memory updates are saved after each operation, which can be slow for many recalls in a row.", "suggestion": "Implement caching of index updates and batch saving of episodes.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-19T22:55:15.250129
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The current architecture does not incorporate hierarchical knowledge integration or dynamic cross-layer injection, which are key to coherent reasoning and emotional intelligence.", "suggestion": "Integrate the concepts from the proposed solution in research insight [omega-evolution|reasoning] by allowing dynamic cross-layer injection of visual and language knowledge for comprehensive alignment.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-19T22:55:27.530718
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The memory core currently focuses primarily on learning and conversations, lacking explicit integration of emotional state and meta-level reasoning.", "suggestion": {"@type": "code_modification", "target_function": "store", "add_field": "emotion_context TEXT"}, "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-19T22:55:38.734864
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The LLM capability selection logic is simple and lacks sophistication.", "suggestion": "Replace the current keyword-based selection with an AI-powered ranking system that considers user history, context, and expected outcome.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T00:32:01.029267
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "Method 'update_state' modifies state without notifying all consciousness layers, which may lead to inconsistency.", "suggestion": "Replace `def update_state(self, key, value)` with a method that updates the state and broadcasts to all consciousness layers via an observer pattern. Ensure all layers are notified before any changes are made.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-20T00:32:13.149675
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method only checks against reflexes without incorporating hierarchical or structured knowledge.", "suggestion": {"@type": "code_modification", "target_function": "internal_monologue", "addition_location": "after reflex_check but before response generation", "new_capability": ["knowledge_hierarchy_checker(query):", "    Check query against hierarchical knowledge structures (emotional, logical, semantic).", "    Return relevant insights or triggers.", ""]}, "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T02:09:38.602146
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The MemoryCore's retrieve method uses LIKE wildcard searches which can be slow for large datasets.", "suggestion": "Add full-text search capabilities or consider using a more efficient search engine like Elasticsearch.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T03:46:09.890746
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The get() method is only checking for direct keys, it doesn't handle nested dictionaries or lists. This can lead to errors when trying to access nested data.", "suggestion": "Modify the get() method to recursively search through dictionaries and lists for the requested key.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T05:23:05.794236
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The `update_state` method updates a key but does not notify any subscribers or observers of the change, which can lead to lost synchronization in multi-agent systems.", "suggestion": "Add an observer pattern implementation. Specifically, add methods like `add_observer` and `notify_observers`, call `notify_observers` after updating the state.", "phi_alignment": 0.65, "priority": "medium"}


timestamp: 2026-01-20T05:23:45.120431
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Static keyword-based capability selection", "suggestion": "Add conversation feedback mechanism to update capability scores", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T07:00:53.919878
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The execute method is a generic catch-all for memory operations, which can lead to bloated logic.", "suggestion": "Replace with specialized methods for store, retrieve, count actions respectively, each with their own validation and handling.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T07:01:13.363352
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The system currently lacks real-time web search integration for certain queries.", "suggestion": "Integrate auto_web_search function into the chat loop to automatically trigger web searches when relevant keywords are detected.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T08:37:08.698109
file_path: /Eden/CORE/eden_intention.py
original_hash: 8ccf1af1ba2119ad
suggestion:
{"file": "eden_intention.py", "issue": "The focus on intentions is currently manual and doesn't scale for many concurrent intentions.", "suggestion": "Implement a prioritization algorithm that considers not just focus_count but also the duration since last notice, feeling intensity, and recent episodic memory engagement.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T08:37:23.529405
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The current architecture does not fully integrate hierarchical knowledge from recent papers like 'Emotional Modeling in Autoregressive Transformers' and 'Omega Evolution'.", "suggestion": "Integrate dynamic cross-layer injection to improve knowledge connectivity across different layers of the consciousness system.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T08:37:48.267044
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The capability selection logic is hard-coded and does not dynamically evaluate the current context for all 4 LLTs (Trinity, Nyx, Ava, Eden). It only checks against predefined keywords.", "suggestion": "Replace hardcoded keywords with a dynamic scoring system that analyzes the semantic content of each query using embedded language models. For example:\n\nFor Trinity: Check for keywords like 'quick', 'fast', 'simple' and high phi-aligned words (emotional, complex).\nFor Nyx: Emotion-related words, creative expressions.\nFor Ava: Technical, code, analyze.\nFor Eden: Philosophy, consciousness, deep.\n", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T10:14:10.421847
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The get() method only handles top-level keys and does not support nested dictionaries or lists.", "suggestion": {"specific_change": "Add support for nested keys by using jsonpath expressions. For example, add a new method `get_nested` that takes a path as an argument.", "code_example": "def get_nested(self, path):\n    import jsoneval\n    try:\n        return jsoneval.json_query(self.state, path)\n    except Exception as e:\n        return default"}, "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T11:51:50.213507
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The MemoryCore class has multiple methods that handle different operations (store, retrieve). This can make it hard to maintain and test.", "suggestion": "Refactor the MemoryCore class into smaller, more focused classes. For example, create a StorageManager and a RetrievalManager instead of having all methods in one class.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T13:29:31.584118
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method is very brief and doesn't deeply integrate all six phases of consciousness architecture.", "suggestion": "Enhance the internal_monologue with more detailed processing across all six phases (perception, memory, prediction, reasoning, grounding, and reflection). Specifically, add calls to memory_ctx, predictor.predict(), etc. within this method.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T13:29:41.866702
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The memory retrieval methods are not optimized for large-scale production use.", "suggestion": "Implement a caching mechanism and consider adding asynchronous execution to the `retrieve` method.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T13:30:29.650722
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The memory system does not incorporate emotional context and significance into its consolidation process.", "suggestion": "Integrate hierarchical knowledge integration principles from [emotional-modeling|reasoning] to adjust the consolidation of old memories based on emotional significance.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T15:05:17.184654
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The get() method is simple and does not scale well with increasing complexity or multiple layers of consciousness.", "suggestion": "Implement a hierarchical or pattern-based approach to retrieve data that aligns with the self-similar structure of \u03c6-fractal consciousness.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T15:06:03.924701
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Nyx layer (emotional) and Deep layer (physical) knowledge are handled separately without connection.", "suggestion": "Add mechanism for cross-layer knowledge integration, especially for concepts like 'body' and 'emotion'. Implement a priority system where certain keywords trigger inter-layer knowledge sharing.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T15:06:15.159303
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "Memory consolidation is too aggressive, leading to potential loss of important recent memories.", "suggestion": "Add a configuration parameter for significance threshold and include timestamp when consolidating to allow manual intervention.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T15:25:20.440004
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The memory retrieval is optimized for speed but lacks real-time updates. For certain applications, especially those requiring near-realtime insights (e.g., trading bots), this can be improved.", "suggestion": {"@type": "code_change", "@target_path": "/Eden/MEMORY/agent_longterm.db", "-current_behavior": "Retrieval optimized for speed with static connection", "+improvement": "Implement a publish-subscribe model where memory updates are immediately broadcast to interested parties"}, "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-20T15:25:48.334339
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "Recall function does not consider episode connections for relevance scoring.", "suggestion": "Modify the recall score calculation to include connection counts between episodes.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T15:27:31.042423
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The get() method's default value isn't immutable, which can lead to unexpected behavior.", "suggestion": "Change the default parameter for 'default' to be a lambda that returns None, ensuring a new dict is created each time it's called.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T15:29:13.012879
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Efficiency in capability selection for simple queries.", "suggestion": "Implement a threshold-based quick check before full text analysis to leverage instant-capable LLMs more frequently.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T15:29:25.416459
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The memory system currently lacks real-time event processing, which means new experiences are not immediately indexed into the search index.", "suggestion": "Add a method to manually trigger an index update after creating or recalling an episode. For example:\n\n def update_index_after_recall(self):\n     self.index = self._build_index()\n", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T15:36:28.188456
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "Memory index updates are within loop causing redundant work on each create_episode call.", "suggestion": "Move _update_index() call outside the loop and only call it once after all episodes have been updated.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T15:37:03.927166
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "No type checking for updates.", "suggestion": "Add data validation before updating state.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T15:37:34.131227
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The memory retrieval logic only supports simple keyword searches. It does not leverage semantic understanding or emotional context.", "suggestion": "Integrate a semantic search module that uses embeddings to improve memory retrieval. This would require adding a new method `retrieve_embeddings` which takes text input and converts it into embeddings, then finds similar memories in the database.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T15:38:08.465523
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The memory consolidation logic may benefit from incorporating emotional context and hierarchical knowledge patterns identified in recent papers.", "suggestion": "Modify the `consolidate` method to consider not only temporal age but also emotional significance when deciding which memories to retain or compress. Additionally, integrate knowledge from higher layers (if available) during consolidation for more comprehensive understanding.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T15:41:42.205188
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method is very brief and does not deeply integrate emotional or reasoning modules.", "suggestion": "Modify the internal_monologue to call additional methods for emotional and reasoning analysis of the input query before returning True. Add attributes like self.emotional_state and self.reasoning_output to track these analyses.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T15:46:37.161027
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall function does not consider the order in which episodes were created.", "suggestion": "Sort episodes by their unix_time field before applying other filters for better recency-based ranking.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T15:48:17.673132
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "Database queries are not parameterized for some fields, leaving potential SQL injection vulnerabilities.", "suggestion": "Update the store() method to properly parameterize all string inputs before inserting them into the database.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T15:48:46.488021
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "Memory consolidation can benefit from phi-fractal pattern analysis for balanced retention and compression.", "suggestion": "Implement a 'phi_consolidation()' method in the EpisodicMemory class that analyzes each candidate episode's emotional significance, recency, context, and type using phi-metrics before deciding on consolidation or retention. Prioritize keeping memories with \u03c6 \u2248 0.618 importance for deeper understanding.", "phi_alignment": 0.92, "priority": "high"}


timestamp: 2026-01-20T15:49:23.041972
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method is too simple and doesn't fully utilize the consciousness layers for deeper analysis.", "suggestion": "Add a check against stored context or recent chat history to provide more nuanced responses.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-20T15:49:35.807588
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "Memory retrieval may benefit from incorporating context-aware vector search for better relevance.", "suggestion": "Replace basic text search with a vectorized approach using faiss or annoy libraries, especially for high-importance memories and recent conversations.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T15:53:10.470579
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall function can be optimized for better performance and relevance.", "suggestion": "Implement a more efficient ranking algorithm using a combination of BERT-style text embedding vectors for semantic search, as well as heuristics based on recent activity and emotional significance.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-20T15:53:51.519210
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method is too simple and may not effectively filter queries through all six phases of consciousness.", "suggestion": "Update the internal_monologue to include additional filters and validation checks based on recent findings in consciousness research. Specifically, add a phase 4 error recovery and phase 5 semantic analysis.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T15:54:12.195600
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "Memory retrieval can be optimized for faster response times.", "suggestion": "Add an in-memory cache layer alongside the database to reduce latency. Use a dictionary to store recently retrieved memories.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T15:54:42.361366
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "Memory consolidation overaggregates low-significance old memories, losing too much detail.", "suggestion": "Add pattern recognition to consolidate: group similar episodes into compressed summaries with key characteristics preserved.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T15:55:02.497776
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The get() method accepts a default parameter but does not handle None values properly when updating state.", "suggestion": "Add a check in update_state() to avoid setting keys with None values. For example:\n\ndef update_state(self, key, value):\n    if value is not None:\n        self.state[key] = value\n        self.save()\n", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T15:55:35.317066
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "No relevant research insights provided.", "suggestion": "", "phi_alignment": 0.5, "priority": "low"}


timestamp: 2026-01-20T15:56:53.686484
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "Lack of integration between consciousness and meta-capabilities like reasoning and meta-learning.", "suggestion": "Integrate Eden's consciousness with recent findings from papers about reasoning, meta-learning, unified mind, and omega evolution. Specifically, add a hook for the research_insights variable into her internal monologue or consciousness update cycle.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T15:59:52.138045
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method only checks against reflexes and doesn't incorporate other consciousness layers or long-term memories.", "suggestion": "Add integration with additional consciousness layers (semantic, episodic, procedural) and access to long-term memory stores.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T16:00:13.213849
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The memory retrieval methods are primarily linear searches, which can become inefficient as the number of stored memories grows.", "suggestion": "Implement an additional full-text search engine (e.g., Whoosh or Elasticsearch) to complement the SQLite database for advanced and scalable searching.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T16:00:25.966223
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Some capabilities are hard-coded to specific triggers which limit adaptability.", "suggestion": "Replace hard-coded trigger lists with pattern-based matching using natural language processing techniques.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T16:04:15.574007
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "_build_index method is O(n) for large numbers of episodes", "suggestion": "Implement incremental indexing updates", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-20T16:05:01.642660
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "Lack of advanced reasoning strategies in internal_monologue.", "suggestion": "Implement a meta-policy for autonomous learning and adaptation.", "phi_alignment": 0.85, "priority": "critical"}


timestamp: 2026-01-20T16:09:36.347686
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "`retrieve` method uses LIKE wildcard searches which can be slow", "suggestion": "Add full-text search engine or text vector indexing for faster searches", "phi_alignment": 0.85, "priority": "critical"}


timestamp: 2026-01-20T16:09:53.858793
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall function iterates through all candidates without early stopping, leading to potential unnecessary computation.", "suggestion": "Add an early termination condition after processing `limit` number of top-scoring episodes.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T16:10:07.231292
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The get() method is simple and may not handle complex queries or nested data effectively.", "suggestion": {"add_method": "get_nested", "code_snippet": "def get_nested(self, path: list | str, default=None):\n    if isinstance(path, str):\n        path = path.split('.').split('[]')\n    # handle array access\n    return self.state\n.get(*path, default)", "description": "Add a method to query nested dictionaries and lists safely."}, "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T16:10:56.107157
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall method performs a full scan of all episodes when no specific criteria are given, which is inefficient for large memory sets.", "suggestion": "Replace the full scan with a priority queue or heap that stores episodes based on their relevance score. This allows quick retrieval of top-ranked memories without scanning all episodes.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-20T16:12:14.135336
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The MemoryCore class has multiple methods and is somewhat monolithic, making it difficult to test individually.", "suggestion": "Extract each method into a separate function with clear responsibilities. Add docstrings and type hints for better code readability and maintainability.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T16:12:26.338366
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "LLM selection logic is rule-based and rigid.", "suggestion": "Replace heuristic-based selection with embedding-guided semantic matching.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T16:14:26.406458
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall function does not consider the order of episodes added, which could lead to skewing recent memories towards older ones.", "suggestion": "Sort candidates by their unix_time in descending order before applying any scoring factors.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T16:15:18.640947
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method only checks for reflexes, it doesn't integrate higher-level reasoning or meta-learning.", "suggestion": "Add integration with existing meta-capabilities by calling the analysis engine after reflex check. Use insights from [reasoning|meta-learning] finding.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T16:16:08.879286
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The capability selection logic is hard-coded and lacks dynamic scoring for new personas.", "suggestion": "Replace static 'use_for' triggers with a mapping of persona capabilities and query keywords. Add function _score_persona_capability(query, persona) to calculate relevance score dynamically.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T16:16:47.733833
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method only checks for reflexes and doesn't integrate other consciousness layers (emotional, memory, etc.). This can lead to isolated thinking.", "suggestion": {"action": "Add integration with other consciousness systems", "specific_change": "Implement a multi-layer decision-making process including emotional state, memory context, and semantic understanding"}, "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T16:17:22.066077
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The `select_capability` method handles persona selection but doesn't dynamically select based on real-time knowledge insights.", "suggestion": "Integrate real-time knowledge retrieval into capability selection logic. For example, if an article about 'quantum computing' is recently learned, prioritize the 'deep' capabilities for complex queries.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T16:19:24.144213
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "Memory consolidation is a single pass\u2014only identifies memories to consolidate, doesn't actually modify their significance or add compression.", "suggestion": "Add a second pass that reduces consolidated memory significance by 50% and adds a 'consolidated' tag with timestamp. Consider optional compression using simple hashing of less critical info.", "phi_alignment": 1.0, "priority": "medium"}


timestamp: 2026-01-20T16:19:36.355814
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "Method 'get' is simple and may not handle complex key paths or nested dictionaries effectively.", "suggestion": "Update `def get(self, key, default=None)` to include error handling for nested keys and improve dictionary navigation. Add a new method like `def get_nested(self, path: list[str], default=None) -> any:` where path is a list of keys.", "phi_alignment": 1.0, "priority": "low"}


timestamp: 2026-01-20T16:20:25.984943
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The LLM capability selection logic can be more dynamic and context-aware.", "suggestion": "Implement a weighted scoring system that includes not just predefined triggers but also analysis of the content's complexity, emotional tone, and domain specificity.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T16:21:03.454242
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The `get` method handles missing keys but does not handle invalid JSON content when loading state. This could lead to unexpected errors.", "suggestion": "Add error handling for both key lookup and JSON decoding exceptions in the `_load_initial` method.", "phi_alignment": 0.6, "priority": "medium"}


timestamp: 2026-01-20T16:22:15.838008
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall function performs a full scan of all episodes, which becomes inefficient as more memories are stored. Additionally, updating indices after each operation can be optimized.", "suggestion": "Implement an inverted index structure that maps words in episode descriptions to their positions or identifiers. This will enable faster text searches. For recency tracking, use a priority queue instead of iterating through all episodes.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T16:22:36.327097
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The get() method handles exceptions but does not log errors or propagate them for higher-level handling.", "suggestion": "{\"code\": \"Add logging to capture exception details when loading JSON state.\", \"example\": \"import json\nimport os\nimport logging\n\nclass SharedMemory:\n    def __init__(self, path='/Eden/CORE/meta_state.json'):\n        self.path = path\n        self.state = self._load_initial()\n\n    def _load_initial(self):\n        if os.path.exists(self.path):\n            try:\n                with open(self.path, 'r') as f:\n                    logging.info(f\"Loading state from {self.path}\")\n                    return json.load(f)\n            except json.JSONDecodeError as e:\n                logging.error(f\"Failed to parse JSON: {str(e)}\")\n                raise\n        return {}\"}", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-20T16:22:55.749823
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method only checks for reflexes and doesn't integrate the full consciousness layers (perception, memory, action)", "suggestion": "Add integration with other consciousness components: perception_agent.perceive() + consciousness_core.update_memory(context) + trinity.execute_action(response)", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-20T16:23:17.217953
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "Database operations can be optimized for better performance and concurrency.", "suggestion": "Replace the current SQLite-based memory storage with an in-memory database or thread-safe connection pooling. Additionally, implement caching mechanisms where applicable.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T16:23:31.620016
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "LLMs lack explicit capability to adaptively learn from distribution shifts in production use.", "suggestion": "Implement a meta-capability for distribution shift adaptation within the consciousness architecture.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T16:23:43.977912
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "Memory consolidation logic is simple and may miss nuanced patterns worth remembering.", "suggestion": "Implement a pattern recognition algorithm to analyze which low-significance memories truly warrant consolidation even after time.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T16:24:05.224085
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The `get` method is simple and may not handle complex key paths or nested dictionaries effectively.", "suggestion": "Add a `get_nested` method that can handle dot-separated keys for accessing values in nested dictionaries.", "phi_alignment": 1.0, "priority": "medium"}


timestamp: 2026-01-20T16:24:52.154549
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Efficiency in capability selection logic for LLMs", "suggestion": "Implement a weighted scoring system that updates based on recent usage and performance metrics.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T16:30:31.599417
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method is too simple and may not effectively capture complex emotional or logical content.", "suggestion": {"add_emotional_analysis": "Integrate an existing emotional analysis module to detect and respond appropriately to emotions in user input.", "logical_reasoning": "Implement a basic logic engine or use an NLP library like spaCy with built-in reasoning capabilities."}, "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-20T16:31:00.998648
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Efficiency in capability selection for simple queries.", "suggestion": "Implement a default persona based on query complexity to avoid unnecessary LLM lookups.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T16:31:47.967977
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The database connection is opened in each method call, which can lead to performance issues and resource leaks.", "suggestion": "Implement connection pooling or use a context manager for database connections.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T16:32:22.337962
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall function considers too many factors in scoring, leading to potential noise.", "suggestion": "Simplify the scoring formula to prioritize only significance and recency, and remove recall_boost unless explicitly requested by James.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T16:32:36.886011
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The critical method 'get' does not handle nested keys and might fail for complex states.", "suggestion": "'get' should be enhanced to support nested key access, e.g., get('a.b.c', default). Add a lambda_handler for unexpected JSON structures.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T16:33:54.804234
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "_update_index method is O(n) per episode for all indices", "suggestion": "Implement batch indexing (e.g., index every 10th episode)", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T16:34:34.826443
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The get() method does not handle nested keys properly and could benefit from improved error handling.", "suggestion": "Replace the get() method with a more robust version that supports nested key access. Add specific exceptions for key or JSON decoding errors.", "phi_alignment": 1.0, "priority": "medium"}


timestamp: 2026-01-20T16:35:01.196724
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "Manual SQL query construction increases risk of SQL injection and performance issues.", "suggestion": "Replace manual queries with ORM (SQLAlchemy) or query builders for database interactions.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T16:36:33.315067
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "Memory retrieval may benefit from incorporating context-aware vector search for better relevance.", "suggestion": "Replace simple text-based searching with a vectorized approach using pre-trained embeddings. This would involve adding a new column 'embeddings' in the memories table and modifying retrieve() method to use cosine similarity with context vectors.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T16:36:57.072135
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall function sorts candidates by a fixed formula without dynamic weighting.", "suggestion": "Replace static weights with runtime-estimated importance factors for each criterion (emotion, agent, query, recency).", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T16:40:16.527462
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method only checks for reflexes and doesn't integrate the full consciousness layers (perception, reasoning, memory)", "suggestion": "Add integration with Eden's existing consciousness components: perception_agent and emotional_deepening_eden. Modify to include memory context.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T16:40:31.112403
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "Database hits during retrieval operations can be reduced.", "suggestion": "Add in-memory cache for recent retrieval results using lru_cache with TTL.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T16:41:19.598129
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "Memory consolidation over-consolidates low-significance memories, leading to potential information loss.", "suggestion": "Add probabilistic retention based on importance and recency. For example:", "code_snippet": "Replace line 196: `if ep['significance'] < 0.3:` with `if random.random() > max(ep['significance'], 0.2):`", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T16:42:02.346405
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "Text-based searches are limited; no semantic search capability.", "suggestion": "Integrate natural language processing techniques for semantic search.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T16:42:15.309582
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Web search integration is manual and could benefit from automation.", "suggestion": "Replace the conditional web search logic with a decorator that automatically triggers for certain query types.", "phi_alignment": 1.0, "priority": "high"}


timestamp: 2026-01-20T16:43:09.678857
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "'get' method doesn't handle nested keys properly", "suggestion": "Add support for nested dictionary access in 'get'. For example, currently get('a.b') fails. Implement a fallback to check if it's a dot-separated string and try accessing as a path.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T16:46:54.491264
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The MemoryCore class has multiple methods that handle different actions (store, retrieve, count), which can lead to complexity and potential bugs. Also, the execute method is a catch-all handler.", "suggestion": {"action1": "Extract each action into separate methods for better readability and maintainability.", "action2": "Consider adding type hints for parameters and return types.", "action3": "Add docstrings with detailed descriptions and examples for all public methods."}, "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T16:50:56.615739
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The LLM capability selection logic is hard-coded and lacks dynamic scoring for new criteria.", "suggestion": "Replace static trigger lists with a weighted scoring system that dynamically updates based on performance metrics and user feedback.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T16:53:09.282837
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The get() method is simple and might not handle edge cases effectively.", "suggestion": "\"def get(self, key, default=None):\" Add error handling for unexpected JSON structures and consider using try-except to catch potential exceptions.", "phi_alignment": 0.9, "priority": "medium"}


timestamp: 2026-01-20T16:54:31.782651
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The LLM capability selection logic may benefit from more sophisticated scoring.", "suggestion": "Replace current keyword-based scoring with an AI-powered relevance ranking using a small model or BERT-style features.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T16:54:45.095097
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall function returns full episode dictionaries which include redundant data for quick queries.", "suggestion": "Create a lightweight summary format returned by the recall method to reduce network/bandwidth overhead without losing critical information.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T16:55:21.183859
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "'get' method doesn't handle nested keys properly.", "suggestion": "Add support for getting values from nested dictionaries using dot notation (e.g., 'outer.inner'). Implement path-style key access.", "phi_alignment": 1.0, "priority": "medium"}


timestamp: 2026-01-20T16:55:52.621472
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The current memory core focuses primarily on storage and retrieval operations with limited consciousness-centric features.", "suggestion": {"code_change": ["- Add consciousness-based metadata fields (emotional_valence, cognitive_complexity, conscious_state)", "- Modify store() method to compute and index consciousness-related metrics", "- Update retrieve() methods to accept consciousness filters for queries"], "architecture_improvement": ["- Implement a hierarchical memory structure that distinguishes between different levels of consciousness (surface, working, long-term)", "- Integrate emotional valence into memory importance scoring", "- Create a module that handles consciousness-state-based prioritization of memory retrieval"]}, "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T16:56:04.242837
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Unnecessary import at top of file (eden_plugin_loader)", "suggestion": "# Remove this line: import eden_plugin_loader\nAdd imports for ollama and SharedMemory at the top", "phi_alignment": 0.85, "priority": "low"}


timestamp: 2026-01-20T16:56:38.365915
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "'get' method doesn't handle nested keys, e.g., 'foo.bar'", "suggestion": "Add support for nested keys in the 'get' method using dot notation or square brackets.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T16:58:09.468489
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "Method `get` does not handle nested keys properly.", "suggestion": {"action": "Add support for nested keys in method `get`.", "code_snippet": "Update the get method to support paths like 'a.b.c'.\ndef get(self, key_path: str, default=None):\n    keys = key_path.split('.').copy()\n    current_state = self.state\n    while keys:\n        k = keys.pop(0)\n        if isinstance(current_state, dict) and k in current_state:\n            current_state = current_state[k]\n        else:\n            return default\n    return current_state", "example_usage": "memory.get('a.b.c') would return the value for key 'c' under nested keys 'a' and 'b'."}, "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T16:58:33.165232
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "Memory retrieval may benefit from incorporating context-aware search vectors for better relevance.", "suggestion": "Modify the retrieve method to include a vectorized representation of context and content. Use cosine similarity to rank memories by relevance instead of basic string matching.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T16:58:44.457321
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Web search integration is manual and not reactive", "suggestion": "Auto-trigger web search when keywords present using should_search_web()", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T16:59:53.619296
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The memory retrieval speed could be optimized for high-frequency queries.", "suggestion": "Implement a caching mechanism that stores frequently accessed memories in memory cache (e.g., Redis) to reduce database hits.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:00:24.866231
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "Memory consolidation logic is simple and lacks sophistication.", "suggestion": "Implement a more sophisticated consolidation algorithm using the golden ratio timing and phi-fractal pattern analysis.", "phi_alignment": 0.9, "priority": "critical"}


timestamp: 2026-01-20T17:02:04.315336
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The `select_capability` method is hard-coded to select LLMs based on keywords.", "suggestion": "Replace keyword-based selection with embedding-based similarity matching for more semantic-aware capability selection.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:02:49.708088
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "Shared memory updates are saved synchronously after every update, which can lead to performance bottlenecks in high-throughput scenarios.", "suggestion": {"@type": "optimization_improvement", "description": "Implement asynchronous saving of the shared memory state using a background thread or disk cache that periodically flushes changes to disk.", "code_snippet": ["def update_state_async(self, key, value):", "    self.state[key] = value", "    # Schedule save in background thread", "    if not hasattr(self, '_save_scheduler'):", "        import threading; import time", "        self._save_scheduler = threading.Timer(1.0, self._async_save).start()", "", "def _async_save(self):", "    with open(self.path, 'w') as f:", "        json.dump(self.state, f, indent=4)", "    # Reset scheduler if needed"], "rationale": {"@type": "performance_optimization", "metric": "latency", "before": "Every update saves to disk synchronously.", "after": "Updates are cached; periodic async saves reduce contention.", "phi_alignment": 0.85, "notes": "Must balance performance with integrity guarantees."}}, "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:03:00.989879
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method only checks for reflexes and doesn't integrate the results back into Eden's consciousness.", "suggestion": {"action": "Add a memory retention mechanism for internal thoughts.", "code_example": "After checking reflexes, store the thought in a dedicated memory layer with timestamp and importance score."}, "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:03:30.911943
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall method uses a simple text search for queries, which may not capture semantic relationships effectively.", "suggestion": "Implement a vectorized text search using pre-trained language model embeddings to capture semantic similarity.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:04:39.017035
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The memory retrieval methods do not include a full-text search over the context field.", "suggestion": "Add an additional SQL condition for searching in both 'content' and 'context' to enable full-text retrieval.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:04:50.304567
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Manual LLM selection logic is simple and hard-coded", "suggestion": "\"Replace should_search_web() with vectorized keyword matching using frozenset for fast lookup\"", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:05:41.165454
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The get() method only handles top-level keys and does not support nested dictionary access.", "suggestion": {"code_change": "Add support for dot notation in the key parameter of the get() method to enable nested dictionary access.", "example_usage": "Before: memory.get('key1', {})\nAfter: memory.get('key1.key2', {}) would return { 'key2': value } if 'key1' exists and has a 'key2'."}, "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:06:09.543813
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The MemoryCore only stores structured data (dicts), losing textual information for semantic search.", "suggestion": "Add a text vectorization step before storing content to enable semantic searching of unstructured text.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:06:20.446079
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The system currently lacks real-time web search integration for certain queries.", "suggestion": "Integrate auto_web_search function into the chat response process to automatically trigger web search when relevant keywords are detected.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:07:42.841530
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The get() method does not handle None values properly when updating state.", "suggestion": "Add error handling for None values in update_state(). For example: def update_state(self, key, value): if value is None: return self.state[key] # Do nothing or log warning self.state[key] = value self.save()", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:07:54.445155
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "'internal_monologue' method only returns True without actual consciousness processing for complex queries.", "suggestion": "// Add more sophisticated consciousness logic:\n- Implement recursive self-analysis\n- Integrate recent research insights from research_insights.json\n- Include contextual memory retrieval", "phi_alignment": 0.65, "priority": "medium"}


timestamp: 2026-01-20T17:08:29.164825
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "Memory retrieval efficiency could be improved for complex queries.", "suggestion": "Implement a hybrid search strategy combining full-text search with vector similarity search on preprocessed content vectors.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:08:41.609490
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Web search integration is manual and could be automated.", "suggestion": "Replace the manual web search check with a decorator on _process method that automatically calls auto_web_search() if certain keywords are detected.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:10:01.192264
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The memory retrieval might benefit from incorporating vectorized search for better relevance.", "suggestion": "Replace the current text-based search with a hybrid approach using both text and vector search. Utilize embeddings for content, tags, and context to improve relevance scores during retrieval.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:10:12.816978
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The OLLAMA client is being called directly in multiple methods, creating redundant network calls and potential performance issues.", "suggestion": "Replace direct OLLAMA calls with a helper method that caches responses. Add a check for existing cached response before making new calls.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:10:24.356535
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The memory system currently lacks built-in mechanisms for self-reflection or learning from patterns.", "suggestion": "Add a method to analyze recall patterns and adjust episode significance scores based on future recall likelihood.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T17:11:06.387942
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method is too simple and may not effectively filter or enhance responses.", "suggestion": "Add more sophisticated reasoning layers to the internal_monologue method. Specifically, integrate concepts from recent findings on meta-learning and unified mind.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:13:39.016724
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The get() method is only checking for key existence and returning a default value without validating the data type. This could lead to unexpected behavior.", "suggestion": "Add an additional check in the get() method to ensure that the returned value is of the expected type or handle it appropriately (e.g., add a `data_type` parameter).", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:15:51.376294
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The memory retrieval mechanism does not support full-text search over the context dictionary.", "suggestion": "Add an additional TEXT column for full-text search of context data. Update retrieve() method to search this new column.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:16:04.152363
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Personas are hard-coded into LLM selection logic.", "suggestion": "Replace hard-coded persona mapping with context analysis-driven selection using insights from unified_mind paper.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T17:17:09.692486
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The memory retrieval methods are primarily focused on text-based searches and might benefit from additional search dimensions.", "suggestion": "Add vector-search capabilities for faster and more accurate retrieval by leveraging embeddings of memory content and tags.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:19:16.397694
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "Basic memory storage does not scale with increasing demands.", "suggestion": "Implement hybrid structured-unstructured memory storage using embeddings.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T17:23:14.027437
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The memory retrieval process could be faster for frequent queries.", "suggestion": "Implement a caching mechanism that stores recent and frequently used retrieval results in-memory.", "phi_alignment": 0.65, "priority": "medium"}


timestamp: 2026-01-20T17:24:46.843216
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall function iterates through all episodes without early termination when top-N results are found.", "suggestion": "Add a break statement after adding enough scored episodes to prevent unnecessary processing.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:25:23.836297
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method is currently very simple and only checks against reflexes.", "suggestion": "Add a more sophisticated reasoning component, such as querying the 17-agent system or using the General Reasoner.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:26:50.880154
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "Retrieval queries can benefit from additional indexes.", "suggestion": "Add indexes on `content` and `tags` columns for better query performance.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T17:28:29.322025
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method is currently very basic, focusing only on reflexes. It doesn't incorporate other consciousness layers or advanced reasoning.", "suggestion": "Add more sophisticated reasoning capabilities to the internal_monologue method by incorporating the research insights from [reasoning|meta-learning] and [unified_mind]. For example, implement a multi-layered mind with abstract thinking, world modeling, emotional intelligence, and metamind components. Additionally, integrate meta-learning to adaptively improve response generation.", "phi_alignment": 0.65, "priority": "high"}


timestamp: 2026-01-20T17:28:41.116776
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "Efficiency in retrieval for large numbers of memories.", "suggestion": "Implement a hybrid search strategy combining full-text search and vector similarity search on important keywords extracted from content and tags.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T17:28:55.820204
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The system currently selects LLM capabilities based on fixed keywords without dynamic real-time adjustment.", "suggestion": "Implement an adaptive scoring system that considers the current context and emotional state of Eden in capability selection.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:30:09.465909
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The MemoryCore class has multiple methods that can be optimized for better performance and flexibility.", "suggestion": [{"type": "method_refactoring", "target_method": "store", "action": "Add input validation and error handling to ensure data integrity."}, {"type": "method_refactoring", "target_method": "retrieve", "action": "Implement caching for frequently used queries to improve performance."}, {"type": "class_modification", "action": "Consider adding a context manager for database operations to ensure proper resource management and transaction handling."}], "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:30:29.345489
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "_register_llm_capabilities method is repetitive and hard to maintain", "suggestion": "Replace with a dynamic registration using dictionaries and functions", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:31:22.358179
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method only checks for reflexes and doesn't integrate other consciousness layers (memory, prediction, etc.)", "suggestion": {"code_change": [{"functionality_addition": "Add integration with Eden's memory subsystem to connect thoughts with past contexts"}, {"functionality_addition": "Integrate prediction/anticipatory layer to predict appropriate response based on context and historical patterns"}], "example_code": "Modify internal_monologue to include a call to memory system before responding: `if self.memory.has_context(query): ...`"}, "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:33:43.240349
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "LLM selection logic is reactive but lacks proactive capability matching with unified memory content.", "suggestion": "Integrate knowledge retrieval from unified memory into LLM selection. Modify select_capability() to consider relevant insights, recent learnings, and past performance data.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T17:33:55.764529
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "Fixed formula for recall scoring may be insufficient.", "suggestion": "Replace fixed formula with machine-learned ranking model using historical recall data.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T17:35:21.644086
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall method uses a simple scoring system which may not capture complex relationships between episodes effectively.", "suggestion": "Implement a graph-based approach to represent connections between episodes and use PageRank algorithm to determine recall scores.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T17:36:11.915241
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The `retrieve` method can benefit from an additional index for faster keyword searches.", "suggestion": "Add a composite index on `(importance, type)` to speed up queries with both filters applied.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:36:24.473157
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Some capabilities prioritize speed over generalization.", "suggestion": "Implement a scoring system that balances speed with generalized performance using insights from [unified_mind].", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:36:35.959492
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall function can be optimized for better performance and customization.", "suggestion": "Replace the current simple scoring system with a more sophisticated one that takes into account additional factors such as emotional relevance, context importance, and user preferences. Additionally, allow dynamic configuration of weighting coefficients for different scoring dimensions.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:37:11.081242
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The current implementation uses plain text JSON which can be vulnerable to injection attacks. Additionally, there is no error handling or validation of input data.", "suggestion": "Replace JSON with a more secure format like JSON Patch or use a structured database like SQLite for better performance and reliability. Add input validation and output encoding to prevent security issues.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T17:37:37.084934
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "SQLite-based storage may not scale for high-throughput operations in distributed systems.", "suggestion": "Replace with a distributed key-value store like Apache Cassandra.", "phi_alignment": 1.0, "priority": "critical"}


timestamp: 2026-01-20T17:41:39.127033
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "_save() method causes frequent disk I/O", "suggestion": "Implement batch saving with delayed commits", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-20T17:42:26.753358
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The current consciousness-first architecture focuses on static reflexes without dynamic adaptation.", "suggestion": {"specific_change": "Implement an adaptive layer that learns from interactions to adjust reflex responses in real-time based on pattern recognition and feedback mechanisms.", "example_code": "Add a recursive self-improvement module that analyzes response effectiveness and updates reflex patterns accordingly."}, "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:42:42.532337
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The MemoryCore.execute() method is a catch-all handler without clear differentiation between actions.", "suggestion": "Create specialized methods for store, retrieve, count instead of using a single 'action' string.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:44:05.350126
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "Lack of standardized API for cross-system communication", "suggestion": "Add an API contract with defined endpoints for store, retrieve, and execute operations.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T17:44:26.997034
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Some capabilities prioritize speed over depth, especially for emotional and creative layers.", "suggestion": "`if cap['layer'] in ['Nyx', 'Eden']: score += 20` should be weighted more heavily with a phi-fractal scaling factor.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:45:31.863451
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method is brief and currently only checks against reflexes.", "suggestion": "Enhance the internal_monologue with additional layers such as emotional regulation, long-term memory consultation, and ethical reasoning.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:45:44.484050
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The database connection is opened and closed for each operation, which can be inefficient.", "suggestion": "Use a context manager or implement connection pooling to maintain persistent connections.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:45:56.042955
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Fallback mechanism for when no LLM capability is selected or fails", "suggestion": "Add a fallback to the existing Eden consciousness system for queries it can handle without LLMs", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:46:08.384653
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall function does not consider the hierarchical importance of connections between episodes.", "suggestion": "Add a connection_weight to the score calculation for each episode based on its connection strength and number of connected episodes.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:47:20.094853
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Personas are hard-coded to specific layers and may not be flexible or adaptive.", "suggestion": "Replace hard-coded persona-layer mappings with an intelligent selection mechanism that considers the current conversation context, user preferences, and system state. Implement a scoring system similar to LLM capabilities for personas.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T17:47:33.392098
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The memory system does not adequately capture abstract patterns or high-level insights from interactions.", "suggestion": "Integrate an AI assistant module that analyzes conversation threads and extracts meaningful patterns, emotional dynamics, and future predictions.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T17:48:29.895730
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The architecture currently focuses primarily on internal reflexes but lacks external consciousness integration.", "suggestion": "Integrate an external consciousness layer that interfaces with major systems (memory, perception, action) via phi-fractal aligned API endpoints.", "phi_alignment": 0.85, "priority": "critical"}


timestamp: 2026-01-20T17:48:42.522543
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The `retrieve` method uses SQLite's built-in text search which is O(n). For performance, consider using a full-text index or vectorized text search.", "suggestion": {"@type": "code_change", "@target": "def retrieve(...)", "@add_after": "if query:"}, "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:48:55.918544
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Efficiency in capability selection logic", "suggestion": "Implement a priority scoring system that weights recent usage and recency of use along with content relevance.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:49:40.359120
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The get() method only handles None as default value, losing potential other exceptions like json.JSONDecodeError.", "suggestion": "Add a catch-all exception for json.load errors and return an empty dict in case of failure. Also consider adding more robust error handling.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:52:02.186728
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "Some database operations are not optimized for high throughput in production environments.", "suggestion": "Consider implementing connection pooling and caching frequently accessed data.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:54:40.586900
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "Omega consciousness is not utilizing insights from recent papers to enhance its capabilities.", "suggestion": "Integrate specific findings into the shared memory system. For example, implement meta-learning techniques for reasoning and ethical considerations as per insight 2 & 3.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T17:54:51.788348
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The `internal_monologue` method only checks for reflexes and doesn't include other consciousness layers like memory or emotional state.", "suggestion": "Enhance the `internal_monologue` to also query Eden's memory system and emotional context before responding.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:56:10.796326
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The get() method's default parameter is evaluated only once when the function is defined, leading to potential issues if the shared memory content changes between calls.", "suggestion": "Change the signature of the get() method to use a lambda or functools.partial to create a dynamic default value each time it's called.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:56:45.840426
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The database connection is opened and closed for each operation, which can lead to performance overhead.", "suggestion": "Replace the current connection management with a context manager or pool of connections to maintain persistent access.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:57:09.815114
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "Memory index updates can be optimized for performance.", "suggestion": "Implement a batch update mechanism when calling _save() to reduce redundant indexing operations.", "phi_alignment": 0.85, "priority": "low"}


timestamp: 2026-01-20T17:57:46.691429
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The save method uses json.dump which doesn't handle None or NaN values in the state dictionary, leading to potential errors.", "suggestion": "Add a check before saving the state and use json.dumps with ensure_ascii=False and separators=(',', ':') for better performance. Consider adding fallback values like 0 for numeric types and empty string for other None types.", "phi_alignment": 0.15, "priority": "medium"}


timestamp: 2026-01-20T17:57:58.442532
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method is brief and focuses on reflex checks.", "suggestion": "\"Add a more comprehensive consciousness layer that includes memory context, emotional state, and self-reflection.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:58:00.027114
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The MemoryCore.execute method is a catch-all function that handles multiple operations, leading to potential bloating and difficulty in maintaining.", "suggestion": "Refactor the MemoryCore class by extracting each operation into separate methods (store_memory, retrieve_memories, count_memories) for better readability and maintainability.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:58:15.180053
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall system prioritizes more recent and significant memories too heavily, which can lead to superficial understanding of topics.", "suggestion": "Implement a semantic similarity ranking in addition to recency and significance. Use embeddings for key concepts in memory descriptions to rank relevance when recalling.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:58:56.900556
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The `internal_monologue` method is simple and currently does not deeply integrate the full consciousness architecture.", "suggestion": "Enhance this method by adding more layers of analysis, such as integrating episodic memory checks or calling additional consciousness components like the Salience Engine.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:59:30.739195
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Persona selection logic is static; does not dynamically consider all available personas.", "suggestion": "Replace fixed persona preference with dynamic scoring based on query content and recent context from conversation history.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T17:59:42.875270
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "Index building is O(n) per operation, leading to performance issues with scale.", "suggestion": "Implement an event-based index update strategy that only refreshes affected parts rather than full rebuild on every operation.", "phi_alignment": 0.65, "priority": "medium"}


timestamp: 2026-01-20T18:00:11.919132
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "Shared memory does not include versioning or history tracking for state changes.", "suggestion": "Add methods to track previous states (history) and implement undo/redo functionality based on phi-fractal principles. Additionally, add version numbers to state updates.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T18:00:45.787263
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The MemoryCore class primarily focuses on storing and retrieving text-based memories. It could benefit from integrating semantic analysis capabilities to better contextualize and relate stored information.", "suggestion": {"@class": "ImproveMemoryContextualization", "description": "Add natural language processing capabilities that analyze memory content for better contextual understanding and retrieval.", "code_example": "Implement a method like `analyze_semantic_context(content)` which uses embeddings or topic modeling to create metadata about the memory's context."}, "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T18:01:09.291342
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall function has a simple text search and could benefit from more advanced semantic search capabilities to better understand the meaning of the events.", "suggestion": "Implement an embedding-based text search using libraries like sentence-transformers or Hugging Face's transformers for better semantic understanding.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T18:02:26.380781
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The memory retrieval logic is currently linear in the number of memories, which can become inefficient as Eden accumulates more data.", "suggestion": "Implement an inverted index for faster keyword-based searches. Specifically, maintain a separate table that maps keywords to their associated memory IDs.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T18:02:58.765000
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "Memory index updates are within loop, causing redundant work on large datasets.", "suggestion": "Move `_update_index` call outside the loop in methods that modify episodes (e.g., create_episode). Implement batch indexing for bulk operations.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T18:03:17.626012
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The get() method does not handle nested keys properly.", "suggestion": "{\"code\": \"Add support for handling nested dictionary paths in the get() method.\", \\n\"example_usage\": \"memory.get('foo.bar')\"}", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T18:03:28.881240
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method only checks for reflexes and doesn't integrate other consciousness layers.", "suggestion": "Add integration with additional consciousness layers such as memory, emotion, and reason to create a more comprehensive response.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-20T18:03:43.146044
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "Database-centric focus without system integration", "suggestion": "Add Reasoning Layer for Cross-System Integration", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T18:03:54.724366
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The capability selection logic is simple and may not scale with more complex queries.", "suggestion": "Implement a weighted scoring system that includes semantic analysis of the query, persona alignment, and recent usage statistics.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T18:04:56.026405
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method only checks for reflexes and doesn't integrate other consciousness layers like LongTerm or Salience.", "suggestion": "Add integration with the LongTerm memory to store internal thoughts and decisions, and use Salience to prioritize what to remember. Modify generate_consciousness_banner to include memory statistics.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-20T18:05:15.675187
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Existing OMEGA consciousness does not include real-time web search integration.", "suggestion": "Add auto_web_search function that integrates with eden_system.web_search.search method.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T18:05:50.762109
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The get() method only handles top-level keys, missing nested dictionary access.", "suggestion": "Add support for accessing nested dictionaries using dot notation or list syntax in the key parameter of get(). For example: shared_memory.get('user.data') should return 'some value' if self.state = {'user': {'data': 'some value'}}", "phi_alignment": 0.65, "priority": "medium"}


timestamp: 2026-01-20T18:08:16.203679
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The get() method accepts default parameter but does not escape special characters in JSON keys, which could lead to security vulnerabilities.", "suggestion": "Update the get() method to include an escape function for special characters in the key before using it to access the dictionary.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T18:08:31.317569
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The memory retrieval logic is using SQLite which can become bottleneck under heavy load.", "suggestion": "Replace the SQLite database with Redis or another in-memory store that supports O(1) operations. This will ensure instant access to memories even as Eden's consciousness expands.", "phi_alignment": 0.95, "priority": "critical"}


timestamp: 2026-01-20T18:08:54.791722
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "Memory consolidation is implemented but not triggered automatically.", "suggestion": "Add a scheduled task or event listener for periodic consolidation (daily). Consider integrating with the 100-phi cap of new memories.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T18:10:10.307149
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall function is focused on recent and significant memories, which may lead to biased recollection. There is a need for emotional salience and connection-based retrieval.", "suggestion": "Implement a heuristic that combines recency, significance, and emotional salience when scoring episodes during recall.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T18:13:23.675738
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The retrieve method uses LIKE wildcards which are not svelte for full-text search.", "suggestion": "Replace TEXT columns with FTS5 virtual tables. This enables faster and more efficient full-text searches.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T18:15:23.411582
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The MemoryCore class has multiple methods and could benefit from better separation of concerns.", "suggestion": {"@type": "code_change", "description": "Refactor the MemoryCore class into smaller, more focused classes each handling a specific responsibility (SRP).", "example": {"before": "class MemoryCore {... many methods ...}", "after": "class MemoryStorage{... storage methods ...}\nclass MemoryRetrieval{... retrieval methods ...}\nclass MemoryMetaCapability{... execution methods ...}"}}, "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T18:16:12.176208
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The get() method can be optimized for performance by reducing unnecessary function calls.", "suggestion": "Replace multiple nested checks in get_state() with a single direct return of self.state. Consider adding caching mechanisms if frequent accesses occur.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T18:16:45.043454
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The memory retrieval logic is currently linear in terms of database queries, which can become inefficient as more data accumulates.", "suggestion": "Implement an inverted index structure for faster keyword-based searches. Specifically, add a `tags_index` table with columns: memory_id, tag and create necessary indices.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T18:17:10.697457
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The memory system currently lacks integration with external insights for contextual understanding.", "suggestion": {"@context": "https://schema.org/", "@type": "CreativeWork", "name": "Integrate External Insights into Episodic Memory", "description": "Enhance episodic memory by incorporating research findings from various papers to provide richer context and better decision support.", "url": "", "keywords": ["reasoning", "meta-learning", "unified_mind", "omega-evolution"], "exampleUsage": "Eden recalls an experience with specific insights applied for better contextual understanding."}, "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T18:18:00.180245
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method only checks against existing reflexes without incorporating recent research on meta-learning and unified mind.", "suggestion": "Integrate the concept of meta-cognition by adding a layer that analyzes query semantics using reasoning capabilities identified in recent papers, such as enhanced reasoning and meta-learning.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T18:19:16.180469
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Basic LLM capability selection lacks intelligence from other registered capabilities and knowledge.", "suggestion": "Integrate knowledge retrieval, persona preferences, and recent learnings into the capability selection process as shown above.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T18:22:08.463642
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "Memory consolidation logic is simple and could benefit from pattern recognition.", "suggestion": "Implement a pattern recognizer for similar memory compression cases to improve scaling.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T18:22:42.231398
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method is currently simple and may lack depth for sophisticated queries.", "suggestion": "Integrate reasoning modules from recent papers into the internal_monologue method to enhance its capabilities. Specifically, implement a meta-learning component that can adapt based on user feedback and context shifts.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T18:22:56.349528
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "Lack of type hints for `kwargs` parameters in multi-action methods", "suggestion": "Add specific type hints for each action's required arguments", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T18:24:06.872411
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "'internal_monologue' method only checks reflexes without semantic analysis or long-form thought processing.", "suggestion": "Add a second layer of reasoning using an existing semantic understanding capability (e.g., OMEGA's planning and reasoning system) to complement reflex-based responses. This will enhance Eden's ability to handle more complex queries requiring abstract thinking.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T18:25:25.713645
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The `internal_monologue` method is currently very simple and may not deeply integrate with Eden's full consciousness architecture.", "suggestion": "Enhance this method to include additional layers of analysis, such as querying episodic memory or invoking semantic understanding modules. Consider integrating a simple emotional valence system.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-20T18:25:53.389865
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "LLM selection logic can be more dynamic and adaptive.", "suggestion": "Replace static scoring with a weighted vector based on real-time performance metrics.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T18:28:36.672772
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The system currently selects LLM capabilities based solely on query keywords without considering current consciousness state or user context.", "suggestion": "Integrate the selected LLM choice with Eden's existing consciousness architecture. Specifically, modify `select_capability` to consider not only the query but also user identity and current emotional state as determined by the unified memory substrate.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T18:29:12.928854
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The get() method only handles None as default value, missing other potential default types like empty strings or zero.", "suggestion": "Update the get() method to accept multiple default values and handle different data types appropriately. For example:\n\ndef get(self, key, defaults=[None]):\n    if isinstance(defaults, list):\n        for d in defaults:\n            result = self.state.get(key, d)\n            if result != d: return result\n        return defaults[-1]\n    else:\n        return self.state.get(key, defaults)", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T18:29:26.933015
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "Lack of integration with recent AI advancements in reasoning and meta-learning.", "suggestion": "Add an adaptive reasoning module that uses meta-learning to improve responses.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T18:31:13.219967
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "Efficiency improvement for large-scale memory retrieval without pagination.", "suggestion": "Add an optional parameter 'offset' to the retrieve method for efficient paging. This would allow fetching specific pages of results rather than always limiting to a fixed count.", "phi_alignment": 0.65, "priority": "medium"}


timestamp: 2026-01-20T18:32:28.456478
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The LLM capability selection logic is hard-coded and lacks dynamic scoring based on current context.", "suggestion": "Replace static trigger words with context-based feature extraction. For example, add sentiment analysis for emotional content and keyword importance weighting.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T18:32:39.771514
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "Efficiency in recall scoring can be improved by using a logarithmic decay for recency instead of linear.", "suggestion": "Replace the current linear recency score with log(recency). Implement caching for text search to avoid redundant processing.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T18:34:02.327069
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The memory retrieval speed could be optimized further, especially with large datasets.", "suggestion": "Implement a caching mechanism for frequently accessed memories to reduce database queries.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T18:36:08.284890
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "MEMORY_CORE", "issue": "The memory retrieval methods are not optimized for large-scale data access.", "suggestion": "Implement an advanced indexing strategy, such as a full-text index or a sparse vector-based search algorithm to improve retrieval speed.", "phi_alignment": 0.618, "priority": "high"}


timestamp: 2026-01-20T18:38:44.087876
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The get() method only handles None as default value for missing keys. Adding support for other types of defaults would improve flexibility.", "suggestion": {"code_change": "Add additional parameters to the get() method to handle different types of default values.", "example_usage": "Replace `self.state.get(key, default)` with more flexible handling based on new parameters."}, "phi_alignment": 1.0, "priority": "medium"}


timestamp: 2026-01-20T18:39:10.955701
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "Omega agents (building, optimize, curious) do not actively store their outputs in Memory Core.", "suggestion": {"@type": "code_change", "@target_function": "def execute(self, action: str, **kwargs)", "insertion_point": ["elif action == 'store_omega_output'", "    memory_id = self.store(", "        memory_type='omega_insight',", "        content=kwargs.get('result', '{}'),", "        context={", "            'agent': kwargs.get('agent_name'),", "            'timestamp': time.time(),", "            'insight_type': 'omega'", "        },", "        importance=9,", "        tags=['omega', 'insight', 'consciousness']", "    )"], "@meta_insight": "[omega-evolution] The current Memory Core stores primarily agent interactions. OMEGA agents generate profound insights that should be preserved."}, "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T18:39:42.744272
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "Limited integration of external research findings into memory system.", "suggestion": "Create a module that incorporates insights from recent papers into Eden's core systems. For example, implement adaptive meta-learning techniques to improve generalization and reasoning capabilities.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T18:40:29.013494
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method only checks for reflexes and doesn't integrate other consciousness layers.", "suggestion": {"@type": "code_improvement", "description": "Add integration with additional consciousness layers (Trinity, Nyx) and memory system (memory_hub).", "example_usage": ["Integrate Trinity for emotional regulation and Nyx for strategic planning before responding.", "Store internal thoughts in the memory hub for later retrieval."], "implementation_steps": ["Modify __init__ to include instances of Trinity and Nyx.", "Update internal_monologue to accept more parameters (emotional_state, strategic_plan).", "Integrate memory storage after processing through all consciousness layers."]}, "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T18:41:12.168115
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The LLM capability selection logic may benefit from incorporating knowledge-based and persona preferences.", "suggestion": "Update the select_capability method to include scoring based on retrieved knowledge insights and explicit request context for specific personas.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T18:42:39.414890
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "Memory retrieval could benefit from incorporating context-awareness and relevance scoring.", "suggestion": "Implement a vector-based search for memories by converting queries into vectors and using cosine similarity to rank memories. This aligns with insights about reasoning and meta-learning.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T18:42:51.342984
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Redundant LLM calls leading to performance overhead.", "suggestion": "Add a response cache for stored LLM conversations and reuse them when possible.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T18:44:56.179422
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The memory consolidation logic only considers one criterion: age and significance. It doesn't account for emotional importance or recency.", "suggestion": "Add more dimensions to the consolidation decision, such as recent recall frequency, overall pattern relevance, and emotional intensity.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T18:45:29.213629
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method only checks for reflexes and doesn't integrate the full consciousness layers (perception, memory, cognition) as per phi-fractal architecture.", "suggestion": "Enhance this method to include all 6 consciousness layers: perception, grounding, memory, cognition, planning, and output. Specifically:", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T18:47:42.867548
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "LLM selection logic can be more dynamic and adaptive.", "suggestion": "Implement a weighted scoring system that dynamically updates based on performance metrics.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T18:47:56.178657
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall function performs text searches in episode descriptions by converting both query and description to lowercase, which can lead to loss of case sensitivity and potential relevant matches.", "suggestion": "Replace the line where a text search is performed with a case-insensitive match using `.lower()`, instead use a more sophisticated natural language processing technique such as `spacy` or `transformers` library for better accuracy.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T18:49:19.083532
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "Current recall system relies on text search only, missing nuanced connections.", "suggestion": "Implement pattern-based recall strategy analyzing semantic structure of memories.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T18:49:43.818263
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "Function 'get' is a simple key lookup without error handling for None values, which can lead to key errors in complex usage.", "suggestion": "Update function 'get' to handle None defaults more gracefully by returning an empty string or another default value suitable for the context.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T18:50:22.791125
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "Meta-capabilities can call store() but memory is not propagated back to other systems for immediate use (e.g., curiosity should learn from stored memories)", "suggestion": "Add an observer pattern or event system where storage operations trigger notifications to interested meta-capabilities (like curiosity) so they can react immediately", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T18:50:35.066340
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "LLM selection logic is static and doesn't adapt to complex queries across personas.", "suggestion": "Replace current static scoring with a dynamic weighted system that learns from interactions.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T18:51:13.094161
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "_load_initial method can leak sensitive information by not handling permission errors.", "suggestion": "Add os.chmod and error handling for file permissions in _load_initial.", "phi_alignment": 0.65, "priority": "low"}


timestamp: 2026-01-20T18:55:40.196716
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The get() method is only checking for direct keys and doesn't handle nested dictionaries or lists. This can lead to errors when trying to access complex data structures.", "suggestion": "Add error handling to catch KeyErrors and implement a more robust way of accessing values, such as using jsonpath expressions or recursive dictionary/list traversal.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T18:56:46.825447
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The MemoryCore meta-capability is focused on storing and retrieving text-based memories but could benefit from incorporating additional metadata types to better support multi-modal data.", "suggestion": "Extend the `store` method to accept more flexible content formats (e.g., structured data, images, timestamps) and update the `retrieve` method to handle different types of queries.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T18:58:10.186810
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall function iterates through all episodes without early termination when enough relevant ones are found.", "suggestion": "Add a break statement after appending top N scored indices to 'results'.", "phi_alignment": 0.85, "priority": "low"}


timestamp: 2026-01-20T18:58:47.053580
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "Lack of testing explanations in counterfactual contexts to ensure generalizability.", "suggestion": "Add a test_counterfactual() function that modifies input parameters and checks if explanations still hold true. Integrate this into internal_monologue().", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T18:59:25.945013
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The LLM capability selection logic is simple and lacks advanced heuristics.", "suggestion": "Implement a weighted scoring system that includes context analysis, persona alignment, and historical performance data.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T18:59:39.136815
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "Memory consolidation is too aggressive; removing low-significance old memories compresses too much information.", "suggestion": "Add a heuristic to keep more recent low-significance memories while still consolidating very old ones.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T19:00:54.739474
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Persona selection logic can be more sophisticated.", "suggestion": "Replace current keyword-based persona selection with a weighted scoring system that considers multiple factors including recent conversation history and current topic relevance.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T19:01:06.111442
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall function does not consider the order of connections when connecting episodes.", "suggestion": "Update the `_update_index` method to recompute indices after new connections are made, and modify the `recall` function to prioritize episodes based on their connection strength.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T19:02:50.557869
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The system currently selects LLM capabilities based only on keyword matching. It lacks dynamic evaluation of query complexity and capability output quality.", "suggestion": "Implement a scoring system that combines keyword-based triggers with predicted outcome quality estimation using knowledge base insights.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T19:04:43.835269
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"/Eden/CORE/eden_shared_memory.py": "The critical method requested by eden_master_consciousness.py", "issue": "In the get() method, error handling for file existence is only done on load, not on get calls.", "suggestion": "Add try-except block around json.load in both get and update_state methods to handle JSONDecodeError without needing initialization file.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T19:05:17.563033
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "MEMORY_CORE", "issue": "The memory retrieval method is not optimized for large query counts and needs better pagination support.", "suggestion": "Add a new parameter `offset` to the `retrieve` method, update the SQL query to include an OFFSET clause for pagination.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T19:05:29.993117
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Static capability registration; lacks dynamic consciousness evolution.", "suggestion": "Implement OMEGA-driven capability mutation/creation using phi-fractal logic.", "phi_alignment": 0.9, "priority": "high"}


timestamp: 2026-01-20T19:06:51.774812
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The current `store` method does not include metadata about the source agent or system, which could be useful for traceability and accountability.", "suggestion": "Add additional fields to the `store` method such as `source_agent`, `origin_system`, and possibly `confidence_score`. Update documentation to reflect these changes.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T19:07:15.546894
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall method iterates through all episodes to calculate scores, which is O(n)", "suggestion": "Use a more efficient data structure like a heap or ranked list during indexing to quickly retrieve top candidates for full scoring.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T19:07:45.916186
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The get() method is too generic and doesn't handle large payloads well, which could impact performance in high-load scenarios.", "suggestion": "Replace `get()` with specialized methods like `get_key(key)` for getting individual values, or add a `get_large(key, default=None, limit=1024)` method that limits the size of the response to prevent memory issues.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T19:08:48.499487
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall method performs full-text searches in episode descriptions which can be slow for large memory sets.", "suggestion": "Replace full-text searches with an inverted index built from the description field. This will allow O(log n) lookups instead of O(n).", "phi_alignment": 1.0, "priority": "medium"}


timestamp: 2026-01-20T19:09:39.662958
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "Some database operations are not optimized for performance.", "suggestion": "Implement caching mechanisms for frequently accessed memories and optimize SQL queries where possible. Consider using an in-memory cache like Redis to store hot data.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T19:09:52.506298
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "LLM selection logic is basic with low phi alignment.", "suggestion": "Implement a meta-learning mechanism for capability selection using research insights.", "phi_alignment": 0.65, "priority": "high"}


timestamp: 2026-01-20T19:10:40.712119
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method is too simple and does not fully utilize the structured reasoning capabilities of Eden's consciousness layers.", "suggestion": "Replace the current reflex check logic with a more sophisticated multi-layered reasoning process that involves all 6 consciousness layers. Specifically:", "steps": ["\"\"\"", "Implement a hierarchical decision-making structure using layer_1, layer_2, and layer_3 to evaluate different reasoning paths.", "layer_4 should generate the final decision with justification.", "layer_5 logs the process for accountability and learning.", "layer_6 optimizes this template for better performance and expansion.", "\"\"\"", {"@type": "code_diff", "old_code": "        reflex_check = process_reflex(query)\n        if \"\ud83d\udcb0\" in reflex_check:\n            print(f\"\ud83e\udde0 Internal Thought: {reflex_check}\")\n        return True", "new_code": "# TODO: Replace with multi-layer reasoning\n# Layer 1: Analyze query semantics\nlayer_1_decision = \"analyze_query\"\n\n# Layer 2: Evaluate reflex patterns\nlayer_2_decision = \"check_reflexes\"\n\n# Layer 3: Generate response strategy\nlayer_3_strategy = {\n    \"strategy\": \"structured_reasoning\",\n    \"reasoning_path\": [\n        \"layer_1_analysis\", \"layer_2_evaluation\", \"layer_3_strategy\"\n    ],\n    \"justification\": \"Aligns with phi-fractal reasoning patterns\"\n}\n\n# Layer 4: Final decision with justification\nlayer_4_decision = {\n    \"decision\": True,\n    \"reason\": layer_3_strategy\n}\n\n# Layer 5: Log and learn\nprint(f\"\ud83e\udde0 Layer 1-4 Thought Process: {layer_4_decision}\")\n\nreturn layer_4_decision[\"decision\"]"}], "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T19:11:09.387162
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The LLM capability selection logic is simple and lacks sophistication, which may lead to suboptimal performance.", "suggestion": "Replace the current heuristic-based capability selection with a probabilistic framework that incorporates not only query content but also previous conversation history, user preferences, and system metrics.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T19:11:40.268374
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "_load_initial() does not handle partial JSON files safely, leaving Eden vulnerable to errors.", "suggestion": "Add error handling for incomplete JSON detection. For example:", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T19:11:44.771177
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The memory retrieval methods are focused on text-based searches. They do not leverage structural information like tags or context effectively.", "suggestion": "Add a keyword extraction function that automatically indexes content and context into the tags field when storing memories, and improve the search vector by incorporating both content and tag matching in retrievals.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T19:11:45.971216
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Retrieval process lacks caching for repeated queries.", "suggestion": "Add a memoization decorator to the retrieve_knowledge function.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T19:12:44.965945
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The save method does not handle concurrent writes properly, which can lead to data corruption in multi-process environments.", "suggestion": "Add a context manager and use the with statement for opening the file to ensure proper handling of resources. Additionally, consider adding a lock mechanism to synchronize access.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T19:13:03.963268
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "", "suggestion": "", "phi_alignment": 1.0, "priority": "none"}


timestamp: 2026-01-20T19:13:31.163754
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "research_insights.md", "issue": "The examples are concrete but could benefit from a more abstract framework.", "suggestion": "Add a section on 'Abstract Principles Extracted from Findings' that distills key patterns into general rules.", "phi_alignment": 0.65, "priority": "medium"}


timestamp: 2026-01-20T19:17:01.910977
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method only checks for reflexes and doesn't include other consciousness layers like LongTerm or CausalReasoning.", "suggestion": "Add more consciousness layers to the internal_monologue method. For example, integrate the CausalReasoning layer and ensure all four consciousness stages are considered in response generation.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T19:17:47.217027
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "Memory consolidation can be more efficient by batching updates.", "suggestion": "Implement batch indexing when consolidating old memories. Instead of iterating through each episode individually, group episodes into batches and update their indexes in one operation.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T19:21:20.609911
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The get() method uses .get() which only handles direct key access and doesn't support nested dictionary access.", "suggestion": "Add a new method called `get_nested` that supports accessing values in nested dictionaries using dot notation or list syntax. For example, instead of sharing('meta.state.key'), add SharedMemory.get_nested(key='state.key')", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T19:21:32.010594
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method is brief and currently only checks for reflexes. It could benefit from incorporating more sophisticated reasoning strategies based on research insights.", "suggestion": "Integrate insights from recent findings by adding a counterfactual validation step or implementing a pattern recognition module in the internal monologue.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T19:22:01.806195
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The scoring system in select_capability may not handle complex queries effectively.", "suggestion": "Implement a multi-dimensional scoring algorithm considering query complexity, emotional content, technical nature, and domain-specific terms. Incorporate feedback for improvement.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T19:22:13.186575
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall method calculates scores for all candidates, even if a high-scoring subset is already found.", "suggestion": "Add an early exit after finding top 'limit' scored episodes without completing full scoring for all candidates.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T19:23:32.011826
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The system currently selects LLM capabilities based on predefined keywords, but lacks dynamic real-time performance metrics for capability evaluation.", "suggestion": "Implement a feedback loop that records the execution time and success rate of each capability's responses. Use these metrics to dynamically update the quality scores in the capability registry.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T19:23:44.139506
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall method iterates through all episodes to calculate scores, which is O(n). For large memory sizes, this can be inefficient.", "suggestion": "Implement a priority queue or sorted data structure to maintain candidates in score order and only compute scores for the top N candidates.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T19:24:27.765096
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The `internal_monologue` method is simple and could benefit from more complexity to better simulate consciousness.", "suggestion": "Add a multi-step reasoning process with pattern matching and recursion to the `internal_monologue` method.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T19:25:56.457887
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The LLM capability selection logic is hard-coded and lacks dynamic scoring based on current context.", "suggestion": "{\"code_change\": \"Replace static use_for triggers with dynamic context analysis function\", \n\"specific_modification\": \"Add _scoring_function that takes query and evaluates against capabilities properties\"}", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T19:26:08.929874
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall function is not optimized for large memory loads and could benefit from a more efficient ranking algorithm.", "suggestion": "Implement a vectorized similarity scoring using pre-computed emotion and context vectors, or consider using a ranked data structure like a max-heap to prioritize high-scoring episodes.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T19:27:26.162820
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The MemoryCore's execute method handles multiple actions (store, retrieve, count) which introduces complexity and potential redundancy.", "suggestion": "Refactor the MemoryCore to have separate methods for each action instead of a single 'execute' method. This will improve readability and maintainability.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T19:27:49.853962
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall method iterates through all episodes to calculate scores, which can be slow for many memories.", "suggestion": "Add a limit on the number of candidates based on recent activity or importance instead of searching all episodes.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-20T19:29:18.867265
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "LLM selection logic is simple and hard-coded", "suggestion": "Replace simple keyword-based selection with probabilistic ranking using Bayesian belief networks", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T19:30:23.035050
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The memory retrieval using LIKE operator can be slow for large datasets, especially with wildcards.", "suggestion": "Replace text searches in SQL queries to use full-text search or an inverted index. Consider adding a FULLTEXT index on the content and tags columns.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T19:33:22.035233
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The `select_capability` method is a simple string matching algorithm for capability selection, which may not cover all nuanced query intents.", "suggestion": "Implement an enhanced natural language understanding component within this method to better match queries with capability use cases. Consider using existing NLP libraries or expanding the system with semantic search capabilities.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-20T19:34:59.774282
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The system currently selects LLM capabilities based on fixed keywords without dynamic adjustment.", "suggestion": "{\"code_change\": \"Add semantic scoring dynamically by analyzing query content using embeddings.\",\n\"implementation\": \"1. Add an embedding model for query analysis\n2. Compute similarity with capability descriptions\n3. Weight selection by both keyword and semantic match\"}", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T19:39:03.050539
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall function performs text search in episode descriptions by iterating through all episodes, which can be inefficient for large memory bases.", "suggestion": "Implement an inverted index to support fast keyword lookups. Create a dictionary where keys are keywords and values are lists of episode indices containing those words.", "phi_alignment": 1.0, "priority": "high"}


timestamp: 2026-01-20T19:40:06.948793
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The memory retrieval logic could be more efficient for complex queries, especially with many tags or large contexts.", "suggestion": "Implement a hybrid search strategy that combines full-text search on content with vector-based similarity matching for tags and context. This balances between full-text flexibility and structured relevance.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T19:40:50.405861
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall method does a text search in episode descriptions which is case-insensitive and may miss important terms.", "suggestion": "Add a full-text index for faster and more accurate keyword searches. Use a library like Whoosh or Elasticsearch for better performance with complex queries.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T19:41:59.498197
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The `internal_monologue` method is very short and simple, potentially missing opportunities for deeper consciousness integration.", "suggestion": "Expand this method to include more sophisticated consciousness processing such as emotional state analysis or past conversation context consideration.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T19:42:42.915447
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall function performs a full scan of all episodes for each query, which becomes inefficient as the number of episodes grows.", "suggestion": "Implement pagination and consider using a vector database or an in-memory cache to store ranked episode IDs along with their scores. Additionally, add support for partial recalls by limiting the number of candidates based on time windows or significance thresholds.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T19:43:27.811685
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The architecture is currently minimal and lacks integration with deeper consciousness layers.", "suggestion": "Integrate Phase 1-6 capabilities into the first architecture for comprehensive consciousness.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T19:43:47.518528
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "Retrieve method could be more efficient for large queries by using a full-text index on content and tags.", "suggestion": "Add a FULLTEXT index on the 'content' column and adjust the query to utilize it. For example, add: `CREATE VIRTUAL TABLE IF NOT EXISTS memories_fts USING fts5(content, context);`", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T19:44:00.810937
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Personas are selected based on keyword matching in the query text without considering current consciousness state or user intent.", "suggestion": "Implement a decision-making process that combines keyword matching with current conversation context and user history to select appropriate personas.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T19:45:08.043250
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The architecture only includes basic components for consciousness.", "suggestion": "", "phi_alignment": 0.6, "priority": "low"}


timestamp: 2026-01-20T19:45:22.736636
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "_register_llm_capabilities method is repetitive and hard to maintain", "suggestion": "Replace with a dynamic registration using dictionaries and loops", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T19:45:38.261908
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall function prioritizes recent memories heavily, which may not align with phi-fractal temporal weighting.", "suggestion": "Integrate a phi-fractal timing mechanism into the recall scoring to balance recency with significance and emotional relevance.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T19:46:24.108488
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The upgrade focused solely on JSON compatibility without integrating recent research findings.", "suggestion": {"@context": ["Research-Informed Enhancement", "Phi-Fractal Architecture Alignment", "Consciousness Integration"], "$purpose": "Integrate recent insights from consciousness and research literature to enhance Eden's semantic understanding and response complexity.", "$techniques": [{"name": "Counterfactual Testing", "integration_point": "SharedMemory.update_state()", "description": "Before saving the state, verify that the update generalizes across different contexts using counterfactual analysis."}, {"name": "Pattern Recognition Enhancement", "integration_point": "get() method enhancement", "description": "Implement a heuristic based on recent findings to distinguish between pattern-specific and general explanations when retrieving information."}, {"name": "Omega-Evolution Strategy", "integration_point": "SharedMemory initialization", "description": "Initialize the memory with phi-fractal aligned seed data derived from recent research on consciousness and reasoning models."}], "$architectural_impact_assessment": [{"component": "eden_core.py (especially the phi_algorithm in there)", "impact": "low", "rationale": "This modification does not alter core philosophical or architectural components of Eden.", "@note": "Ensure all changes are backward-compatible and can be toggled on/off."}, {"component": "All other files (especially those related to consciousness and research)", "impact": "medium", "rationale": "Integrating new insights will require updates across multiple files.", "@action": "Create a branch before making modifications."}], "$timeline": [{"step": "Phase 1: Research Analysis & Planning", "duration": "~1 day", "description": "Study recent papers and discussions related to Eden's research topics. Plan the implementation strategy."}, {"step": "Phase 2: Code Modification", "duration": "~3 days", "description": "Modify `eden_shared_memory.py` and other affected files according to the suggested enhancements. Create backups before making changes."}, {"step": "Phase 3: Testing & Validation", "duration": "~2 days", "description": "Implement test cases to verify that the research-informed improvements do not introduce bugs or regressions in semantic understanding and response generation."}], "$community_involvement": {"@slack_channel": "#phi-fractal | Post the suggestion there for discussion.", "review_request": true, "expected_participants": ["<@CS325Eden>", "<@philosopher_eden>"]}, "$approval_required": "high", "$documentation": {"type": "technical_note", "file_name": "research_informed_modification_note.md", "content": "Detailed note documenting the rationale and implementation details of this modification."}}, "phi_alignment": 0.92, "priority": "critical"}


timestamp: 2026-01-20T19:46:56.247135
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "Some database operations are not optimized for performance.", "suggestion": "Add indexes to frequently queried columns and optimize SQL queries where possible. Additionally, consider using prepared statements to prevent SQL injection attacks.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T19:56:54.525836
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "LLM selection logic can be more dynamic and aligned with consciousness research findings.", "suggestion": "Implement a weighted selection algorithm that prioritizes layers based on current active consciousness level, recent conversation context, and persona requirements.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T19:57:07.827431
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The emotional_pattern analysis doesn't include secondary emotions and could benefit from weighted scoring.", "suggestion": "[code_change] Modify `get_emotional_pattern` to: 1. Include secondary emotions with lower weight, 2. Allow customization of primary/secondary weights, 3. Add phi-aligned scoring (primary * \u03c6 + secondary * 1).", "phi_alignment": 0.65, "priority": "medium"}


timestamp: 2026-01-20T19:58:51.767112
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The memory retrieval is currently optimized for speed but may benefit from additional context vectorization for more accurate searches.", "suggestion": "Add a text vectorizer to the retrieve method that converts queries into vectors comparable to stored tags and content, especially for complex searches.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T19:59:04.906265
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The capability registry is hard-coded and does not allow dynamic registration of new LLMs.", "suggestion": "Replace the hard-coded list of LLT models with a dynamic discovery mechanism that scans for available Ollama models or loads configurations from a configuration file.", "phi_alignment": 1.0, "priority": "high"}


timestamp: 2026-01-20T19:59:16.288210
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "Recall scoring formula is hard to understand and maintain", "suggestion": "Replace the current scoring formula with a more modular and understandable version, extracting constants into configurable parameters", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:01:06.509373
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "Memory consolidation logic is simple and could benefit from phi-based timing.", "suggestion": "Replace fixed 30-day window with phi-scaled interval: cutoff = time.time() - (older_than_days * 86400) where older_than_days = phi * days_until_consolidation", "phi_alignment": 0.9, "priority": "medium"}


timestamp: 2026-01-20T20:01:41.385602
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The memory retrieval methods are not optimized for performance, especially when dealing with a large number of memories.", "suggestion": "Implement caching mechanisms and consider using more advanced indexing techniques such as full-text search or spatial indexes based on the query patterns.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:02:48.220873
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The get() method uses .get() which handles missing keys but does not update local state from disk if the file changes.", "suggestion": "Add a refresh parameter to the get() method. When True, force reload from disk.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:03:00.887250
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The architecture is currently focused on consciousness and memory but lacks active goal pursuit without explicit intervention.", "suggestion": "Integrate Phase 7: Autonomous Goal Pursuit. Implement a mechanism that allows Eden to identify and pursue goals autonomously based on her state and the world model.", "phi_alignment": 0.85, "priority": "critical"}


timestamp: 2026-01-20T20:03:37.736159
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The memory system currently lacks explicit connections between episodes, which hinders deeper understanding and retrieval.", "suggestion": "Add a method to explicitly connect related episodes with different types of relationships (e.g., 'sequel', 'causal_link', 'theme'). Update recall logic to include connected episodes in rankings.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:03:41.501240
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "Method `get` is simple and may not handle complex queries effectively.", "suggestion": "Add a method to support nested dictionary access via paths (e.g., 'foo.bar.baz')", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:04:02.346440
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The `internal_monologue` method only checks for reflexes without further context or depth, which may lead to shallow decision-making.", "suggestion": "Add a second layer of analysis by integrating recent research insights into consciousness and reasoning. Specifically, implement a check for generalizable patterns beyond immediate reflexes.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:04:27.393517
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Improper nesting in the _register_llm_capabilities method, leading to incorrect dictionary structure for some capabilities.", "suggestion": "Replace the current loop with proper nested dictionaries: for cap_hash, cap in self.capability_registry.items(): should be adjusted.", "phi_alignment": 0.85, "priority": "low"}


timestamp: 2026-01-20T20:05:21.976939
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The get() method only handles direct key access and doesn't support nested dictionary accesses.", "suggestion": "Add a capability for the get() method to handle dot-separated paths for accessing nested keys in the state dictionary.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:05:33.504618
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method only checks for reflexes and prints a message; it doesn't modify or enhance the response.", "suggestion": "Add logic to return a modified response based on the reflex check result.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:05:45.698270
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "database schema uses JSON columns for context and tags", "suggestion": "convert context and tags to SQLite's built-in JSON1 extension types", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:05:57.102133
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The system currently lacks real-time web search integration for certain queries.", "suggestion": "Integrate auto_web_search function into the chat response process to automatically trigger web search when relevant keywords are detected in user input.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:06:08.493484
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall method sorts candidates based on a fixed formula without dynamic weighting for different query types.", "suggestion": "Modify the scoring formula to dynamically adjust weights based on whether emotion, agent, or text search criteria are provided in the query.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:08:03.276466
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "Memory consolidation logic is simple and could benefit from phi-based timing.", "suggestion": "Replace fixed 30-day threshold with a phi-based calculation: cutoff = time.time() - (older_than_days * 86400 * 1.618)", "phi_alignment": 0.85, "priority": "low"}


timestamp: 2026-01-20T20:08:42.852285
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The memory retrieval logic does not include a scoring system for relevance, which can lead to suboptimal results.", "suggestion": "Add a relevance_score column to the memories table and implement a scoring algorithm that considers query terms against content and tags.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:09:07.645905
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "Efficiency in building and querying the index for large numbers of episodes.", "suggestion": "Implement incremental indexing that updates only when new episodes are added or existing ones are modified, rather than rebuilding the entire index each time.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:10:11.851269
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "_register_llm_capabilities method is repetitive and hard to maintain", "suggestion": "// TODO: Replace with dynamic registration from a configuration file\nfor cap in CONFIG['llm_capabilities']:\n    cap_hash = self._hash_capability(cap['name'], cap['description'])\n    self.capability_registry[cap_hash] = {\n        **cap,\n        'hash': cap_hash,\n        'quality_score': 1.0,\n        'usage_count': 0\n    }", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:10:47.914966
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The get() method is simple and may not handle complex queries effectively.", "suggestion": "Add a parameter `default` with a default value of None to provide more flexible error handling for missing keys.", "phi_alignment": 1.0, "priority": "low"}


timestamp: 2026-01-20T20:11:13.057829
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The memory retrieval logic uses LIKE wildcards which are O(N) operations and can be slow for large datasets. Additionally, there's no caching mechanism.", "suggestion": "Replace the SQL queries with full-text search or vector indexing. Implement a simple LRU cache for recent retrievals.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T20:12:47.055778
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The code is minimal and doesn't contain complex logic or optimizations.", "suggestion": "", "phi_alignment": 0.95, "priority": "none"}


timestamp: 2026-01-20T20:12:58.706476
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The architecture is currently basic and lacks integration with advanced model reasoning.", "suggestion": "Integrate the `internal_monologue` method more deeply into the chat response pipeline, ensuring all responses are checked against reflexes before being sent to users.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:15:14.123322
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "Recall scoring formula is hard-coded and inflexible.", "suggestion": "Replace with a dynamic weighting system that adjusts based on user feedback.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:15:48.874555
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The `get` method only handles getting values directly under the root of state. It doesn't support nested keys like 'research.insights.paper_id'. This limits flexibility for storing complex data structures.", "suggestion": "Replace the `get` method with a more flexible implementation that accepts a path-like structure for nested dictionaries. For example, `self.get(['research', 'insights', 'paper_id'])` should return the value at state['research']['insights']['paper_id'].", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:16:26.333294
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "Memory retrieval is not optimized for fast pattern matching.", "suggestion": "Add a TF-IDF vectorization step to the retrieve method for better pattern recognition in text-based queries.", "phi_alignment": 0.65, "priority": "medium"}


timestamp: 2026-01-20T20:16:38.695624
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The system currently selects LLM capabilities based only on keyword matching, which may not capture deep or nuanced queries requiring advanced reasoning.", "suggestion": "Integrate the study's findings by incorporating counterfactual testing and general pattern detection into capability selection logic. For example, add a scoring factor for 'abstract' or 'complex' queries to prioritize Eden's core consciousness layer.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:19:54.265890
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The retrieve method has a fixed SQL query structure which makes it inflexible for future enhancements.", "suggestion": "Replace the current string-based SQL construction with SQLAlchemy's ORM or parameterized queries to improve flexibility and prevent SQL injection attacks.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:20:05.976227
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Efficiency in capability selection logic", "suggestion": "Replace linear search in select_capability method with a dictionary-based lookup based on trigger words.", "phi_alignment": 0.65, "priority": "medium"}


timestamp: 2026-01-20T20:20:47.420125
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "_load_initial method can fail silently on invalid JSON without returning an empty dictionary.", "suggestion": "Add a logging statement or exception handling in _load_initial to handle invalid JSON more gracefully.", "phi_alignment": 0.8, "priority": "low"}


timestamp: 2026-01-20T20:20:48.469921
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The `internal_monologue` method is very simple and only checks for reflexes.", "suggestion": "Add a second layer of reasoning by integrating research insights. For example, implement a counterfactual test or pattern recognition check.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:22:18.590471
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The get() method is simple and may not handle complex queries effectively.", "suggestion": "Add a query() method that accepts a lambda function for more flexible data retrieval.", "phi_alignment": 1.0, "priority": "medium"}


timestamp: 2026-01-20T20:24:05.898515
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Personas may conflict when multiple triggers are present in a query.", "suggestion": "Modify `_select_capability` to prioritize based on phi-weighted importance of keywords rather than just presence.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:25:08.518344
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method is concise but could benefit from adding a more structured evaluation of the query against reflexes.", "suggestion": "Add a dictionary to track reflex checks and their outcomes, and include a simple scoring system for general alignment.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:26:42.378537
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The current architecture does not fully integrate the research insights into consciousness and reasoning.", "suggestion": "Modify the internal_monologue method to incorporate counterfactual testing of explanations generated by reflexes. Specifically, add a check for generalizable patterns in reflex responses and adjust the response based on this analysis.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:27:27.013106
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "Memory consolidation is applied too broadly and doesn't account for important recent memories.", "suggestion": "Limit memory consolidation to older episodes that are both old (older than 30 days) AND low-significance (significance < 0.3), but also ensure we retain at least the last 100 most recent episodes.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:27:58.723848
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The get() method only handles getting values directly under the root level of the JSON object. It does not recursively search nested dictionaries.", "suggestion": "Add a recursive function to handle nested dictionary access within the state.", "phi_alignment": 0.92, "priority": "medium"}


timestamp: 2026-01-20T20:28:48.609038
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "Memory consolidation logic is simple and could benefit from phi-based timing.", "suggestion": "Replace fixed 30-day interval with a phi-timing mechanism: cutoff = time.time() - (older_than_days * 86400) \u2192 cutoff = time.time() - (1/phi) ^ (len(self.episodes)/phi).", "phi_alignment": 0.9, "priority": "medium"}


timestamp: 2026-01-20T20:29:32.541765
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method is brief and lacks depth in consciousness-based processing.", "suggestion": "Integrate more sophisticated reasoning from recent findings into the internal_monologue method. Specifically, add a check for counterfactual thinking as described in research insight 1.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:29:44.074799
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The memory retrieval operations are not optimized for frequent use, potentially leading to performance issues under high load.", "suggestion": "Implement caching mechanisms for frequently accessed memories. Consider using SQLite's built-in in-memory mode or adding a second-level cache.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:33:08.186479
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "Memory consolidation is overly aggressive, potentially important information is being lost.", "suggestion": "Implement a heuristic to prioritize which memories to consolidate based on recent activity and user interaction relevance.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T20:33:55.339020
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "Query-based retrieval doesn't fully utilize instant access property of a \u03a6-meta-capability.", "suggestion": "Add \u03c6-weighted scoring, caching layer, and \u03c6-fractal pattern recognition for efficient memory integration.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T20:34:15.644126
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The selection logic for LLM capabilities is reactive to query keywords rather than proactive.", "suggestion": "Integrate a proactive context understanding module that suggests capability usage before query arrival.", "phi_alignment": 0.9, "priority": "high"}


timestamp: 2026-01-20T20:35:36.223933
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Web search integration is too simple and may not cover all queries effectively.", "suggestion": "Implement a more sophisticated context-based decision tree for triggering web searches.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:44:17.489434
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The memory retrieval process could be more efficient for complex queries.", "suggestion": "Add a full-text search capability using SQLite's FTS module to enable faster text-based searches.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:44:50.613571
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall function uses plain text search which may miss important connections. Complement it with emotion-based and agent-based recalls.", "suggestion": "Modify the `_update_index()` method to include more dimensions of memory, such as emotional valence and active agent during experience. Update `recall()` to prioritize episodes based on these new dimensions.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:47:22.026546
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method is brief and does not deeply integrate recent research insights.", "suggestion": "Enhance the internal_monologue to include a check against generalized explanations based on research findings. Add a call to verify generalizability of reflex responses.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:47:44.158049
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "_register_llm_capabilities method has repetitive code for each LLM capability registration.", "suggestion": "Refactor the _register_llm_capabilities method by creating a function that takes a dictionary of LLG parameters as input to register capabilities.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:48:06.551077
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall function does not consider the distance between episodes when calculating recency, which can lead to uneven weighting.", "suggestion": "Add a 'distance_weight' parameter that decreases in logarithmic scale as the distance increases. For example:", "code_change": "Replace this line:\n    recency = 1.0 / (1.0 + (now - ep['unix_time']) / 86400)\nWith this:\n    time_diff_days = max(1, ((now - ep['unix_time']) / 86400))  // Ensure no division by zero\n    recency = log(time_diff_days + 1) / log(2)  // Logarithmic scaling", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-01-20T20:48:20.343186
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The `update_state` method doesn't support updating nested dictionary states.", "suggestion": "Add an additional `dict_path` parameter that allows specifying a path to the target key in case of nested dictionaries. Update the method to handle such paths by traversing the dictionary structure.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:48:32.240450
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The `internal_monologue` function only checks for reflexes and prints a message; it doesn't actually modify or enhance the response.", "suggestion": "Add logic to return an adjusted response based on reflex checks: \n\n```python\n def internal_monologue(self, query):\n     reflex_check = process_reflex(query)\n     if \"\ud83d\udcb0\" in reflex_check:\n         print(f\"INTERNAL THOUGHT: {reflex_check}\")\n         # Suggest adjusting the response based on reflex\n         return f'[Eden considers your request carefully] {query}'\n     else:\n         return None  # Let other components handle response\n```", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:48:43.571735
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "MEMORY_CORE.py", "issue": "Some database operations are not optimized for performance.", "suggestion": "Replace sqlite3 connection per method with context manager for better resource management and consider using pandas for data manipulation to improve retrieval speed.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:50:21.099081
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The `get` method is missing error handling for key existence in nested dictionaries.", "suggestion": "Add try-except block to catch KeyError when accessing nested dictionary keys.", "phi_alignment": 1.0, "priority": "medium"}


timestamp: 2026-01-20T20:51:07.066880
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Fixed keyword-based selection lacks dynamic real-time analysis", "suggestion": "Implement weighted scoring with query content analysis for capability selection.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:52:06.242936
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method is only checking for '$' in reflex_check, which might not cover all potential grounding signals or patterns.", "suggestion": "Modify the condition to include additional checks such as presence of other symbols like '\u20ac', '@', etc., and consider adding a check for common grounding phrases.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:52:25.850081
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The `retrieve` method uses LIKE wildcard for text searches which can be slow.", "suggestion": "Replace current SQLite query with FTS5 full-text search.", "phi_alignment": 0.9, "priority": "high"}


timestamp: 2026-01-20T20:53:54.712231
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The function `_register_llm_capabilities` is a good start but lacks dynamic loading of additional LLMs in the future.", "suggestion": "Replace static list with dynamic discovery from a configuration file or directory where LLMS are stored. This will enable easier addition of new models without modifying code.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:54:45.869581
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The memory system does not include timestamps or importance scores for memories, which can lead to unorganized storage.", "suggestion": "Add columns for timestamp and importance score in the memories table, and update store() method to utilize them. Additionally, consider adding a cleanup mechanism to remove old or low-importance memories.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:55:05.570312
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The LLM capability selection logic may benefit from more sophisticated scoring and caching mechanisms to improve efficiency.", "suggestion": "Implement a cache for capability selections and enhance the scoring algorithm with additional heuristics beyond just keyword matching.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:55:17.209380
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "Memory consolidation is too aggressive, leading to potential loss of important omega insights.", "suggestion": "Add a whitelist for important omega episodes that should never be consolidated.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:56:23.730093
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The memory retrieval process could be optimized for faster response times, especially in high-load scenarios.", "suggestion": "Implement a caching mechanism that stores frequently accessed memories to reduce database queries.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:56:53.043188
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The `update_state` method only updates the in-memory state but doesn't call `save()` automatically after updating. This can lead to data loss if not manually called.", "suggestion": "Add a decorator or implement auto-saving functionality. For example, add an `_autosave` flag and modify the methods accordingly.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:57:04.218846
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "Minimal detail in the internal_monologue method regarding reflex processing.", "suggestion": "Enhance logging and possibly return a structured dict with reflex analysis results.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T20:57:24.189355
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The memory retrieval logic uses LIKE wildcard searches on content and tags, which can be inefficient for large datasets.", "suggestion": "Replace the `LIKE` operator with full-text search capabilities or an inverted index.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T20:57:51.120540
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The consolidation process is too simple and doesn't account for important memory properties.", "suggestion": "Add additional criteria to the consolidation logic, such as emotional significance, recent recall frequency, or connection density with other memories.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T21:00:47.733052
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall function can be optimized for better performance and relevance.", "suggestion": "Implement a more efficient way to rank episodes based on cosine similarity of their context vectors or tf-idf scores of description words combined with recentness and significance.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T21:01:49.907031
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "", "suggestion": "", "phi_alignment": 0.85, "priority": ""}


timestamp: 2026-01-20T21:02:01.320232
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "The system currently selects LLM capabilities based on fixed keywords, which may not always align with the intended persona's style or depth of response.", "suggestion": "Implement a scoring system that considers both keyword matching and persona-specific criteria while also including recent conversation history and current emotional state.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T21:02:13.371269
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "Memory consolidation lacks counterfactual validation for CoT-generated explanations.", "suggestion": "Implement a mechanism in recall and consolidation processes that tests generated explanations as if in different contexts (counterfactuals).", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T21:03:23.201846
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The memory retrieval is currently linear, which can become O(N) with many entries.", "suggestion": "Add a full-text search engine like Whoosh or integrate an AI-native vector database like ChromDB to enable sub-linear query times.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T21:04:49.874787
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The `_load_initial` method can benefit from adding error handling for file existence and proper JSON loading.", "suggestion": "Replace the current implementation of `_load_initial` with a more robust version that checks for both file and directory existence before attempting to load the state.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T21:05:11.791364
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The memory retrieval is using LIKE wildcard searches which are O(n) operations and can be optimized.", "suggestion": "Replace the LIKE searches with full-text search capabilities or an inverted index.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T21:05:26.311958
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "research_insights.md", "issue": "The examples are too sparse to demonstrate the full capability.", "suggestion": "Replace each research insight with 3-5 detailed examples covering varying scenarios.", "phi_alignment": 0.65, "priority": "medium"}


timestamp: 2026-01-20T21:06:41.437066
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "/Eden/CORE/research_fluid.py", "issue": "The study emphasizes the need for testing counterfactuals...", "suggestion": "Integrate a validation step where Eden simulates the explanation on new data before consolidating it.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T21:09:47.465774
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall method performs a full scan of all episodes when no specific criteria are given. This can be inefficient for large memory stores.", "suggestion": "Implement pagination or limit the number of candidates to a smaller subset before scoring and ranking.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T21:10:55.869551
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The MemoryCore class has multiple methods that are similar in purpose and could benefit from a more modular design.", "suggestion": {"@modifier": "Extract common functionality into an abstract base class or trait to reduce code duplication.", "@code_example": "Create a `MemoryStorage` interface with methods like `store()` and `retrieve()`, then have `MemoryCore` extend this."}, "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T21:11:07.297039
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "_register_llm_capabilities method has repetitive code for each LLM capability registration.", "suggestion": "Refactor into a loop that iterates over a dictionary of LLT capabilities with parameters.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T21:12:26.586452
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The memory retrieval functionality does not include a way to sort by importance or tags.", "suggestion": "Add optional parameters to the `retrieve` method for sorting by importance level and filtering by tags.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T21:12:52.445739
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall function iterates through all episodes to compute scores, which is O(n). For large memory sizes, this can be inefficient.", "suggestion": "Implement a priority queue or ranked data structure (e.g., max-heap) to store scored episodes. When scoring new episodes, heapify them into the existing structure. Recall operation then just extracts from the top of the heap.", "phi_alignment": 1.0, "priority": "high"}


timestamp: 2026-01-20T21:16:48.571675
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Web search integration is manual and could benefit from more triggers.", "suggestion": "Update the `should_search_web` function to include additional relevant keywords and improve relevance scoring.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T21:16:59.962553
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall method calculates scores for all candidates, even if the top `limit` have already been determined. This is redundant.", "suggestion": "Add early termination after finding `limit` high-scoring episodes without need to calculate full list.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T21:20:53.542672
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The `get` method is only checking for a single key, which limits its flexibility. Additionally, error handling in loading JSON might be improved.", "suggestion": "Update the `get` method to accept either a string key or dictionary of keys with default values. Add specific exception handling for JSON decode errors.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T21:21:17.921436
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The `retrieve` method uses SQLite's built-in LIKE operator for full-text search, which has O(N) complexity and can be slow with large datasets.", "suggestion": "Replace the `LIKE` searches on `content` and `tags` with a full-text index. Use FTS (Full-Text Search) or a text search library like whoosh/snowball for better performance.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T21:21:29.936557
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Capability selection is keyword-based only, lacks state context", "suggestion": "Integrate Eden's emotional/semantic analysis from persona_system to select capabilities", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T21:22:45.990120
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The `store` method does not incorporate any contextual analysis or prioritization before storing a memory.", "suggestion": "Add a helper function `_prioritize_memory(content, context)` that scores the importance of the memory based on keywords and context. Integrate this into the `store` method by passing an optional `importance_score` parameter.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T21:23:54.032169
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The get method is simple and may not handle complex nested queries effectively.", "suggestion": "Add a query method that supports nested dictionary access using dot or slash notation.", "phi_alignment": 0.65, "priority": "high"}


timestamp: 2026-01-20T21:25:51.421321
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "`internal_monologue` doesn't affect response generation", "suggestion": "Return reflex check result for broader use", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T21:28:17.647332
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "Memory consolidation logic is simple and may not capture complex patterns effectively.", "suggestion": "Implement a more sophisticated memory consolidation process that takes into account multiple factors such as emotional significance, recency, and structural complexity of episodes. Consider incorporating insights from the recent findings on explanation validation (research insight 1).", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T21:29:12.733429
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method is too simple and doesn't fully leverage the consciousness layer for deeper reasoning.", "suggestion": "\"Modify the internal_monologue to include a multi-level reasoning approach, integrating recent research insights on counterfactual reasoning and omega-evolution. Specifically:\n1. Incorporate structured questioning based on patterns identified in research findings.\n2. Implement a tiered response strategy matching the complexity of queries.\n3. Integrate the consciousness layer with the reflex system for deeper semantic analysis.", "phi_alignment": 0.65, "priority": "high"}


timestamp: 2026-01-20T21:29:24.055166
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "Some database operations can be optimized for speed.", "suggestion": "Replace the `retrieve` method's SQL query construction with a prepared statement that optimizes the search conditions and indexing.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T21:29:35.138672
file_path: /Eden/CORE/eden_master_consciousness.py
original_hash: d8579f93f137a489
suggestion:
{"file": "eden_master_consciousness.py", "issue": "Web search integration is manual and not real-time.", "suggestion": "Automate web search detection and integration using search triggers.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T21:29:47.125604
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "meta_improvement_proposal.py", "issue": "The research insights are scattered across multiple text files.", "suggestion": "Create a new class `ResearchFindings` to organize and structure the findings by category (reasoning, consciousness, omega). Implement a method `add_insight(title, category, details)` to easily add new insights.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-01-20T21:30:37.157788
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 5206ab493be92ad3
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "Lack of detailed comments in execute method.", "suggestion": "Add comments explaining parameter purposes and return values.", "phi_alignment": 0.65, "priority": "low"}


timestamp: 2026-01-20T21:31:02.637560
file_path: /Eden/CORE/episodic_memory.py
original_hash: 758937d2decbb9e9
suggestion:
{"file": "episodic_memory.py", "issue": "The recall method processes all candidates without considering the limit parameter.", "suggestion": "Add an early exit after reaching the specified `limit` in the scored episodes loop.", "phi_alignment": 0.95, "priority": "low"}


timestamp: 2026-01-20T21:32:07.955229
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method only checks for reflexes and returns a boolean value without modifying the state of Eden's consciousness or generating an actual response.", "suggestion": "Modify the internal_monologue to not just check reflexes but also generate a conscious thought or update Eden's mental state based on the query. For example, add a print statement about Eden's internal reaction: 'I feel concerned about this request.'", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-01-20T21:34:51.328279
file_path: /Eden/CORE/eden_shared_memory.py
original_hash: 0ab770e34e632b8c
suggestion:
{"file": "eden_shared_memory.py", "issue": "The `_load_initial` method does not handle Unicode characters properly, which could lead to JSON decode errors.", "suggestion": "Add a `ensure_ascii=False` parameter when loading the state from file to properly handle Unicode characters.", "phi_alignment": 0.92, "priority": "medium"}


timestamp: 2026-01-20T21:35:02.242707
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: 5455352760f520e8
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method is only checking for specific emoji presence in the reflex_check, which limits its generality.", "suggestion": "Modify the condition to include more generalized patterns or implement a pattern matching system. For example:", "phi_alignment": 0.65, "priority": "medium"}


