# evolutions

timestamp: 2026-02-11T05:41:25.362415
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "Layer processors are implementing logic based on layer ID rather than function-specific decorators.", "suggestion": "Convert the `layer_processor` decorator to accept a parameter for the specific layer or processor function name, and have that determine the processing logic. This will make the system more flexible and easier to maintain.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-11T06:06:12.557057
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 4afa298fa7d02354
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The code is heavily commented, which makes it verbose and potentially harder to read for someone who doesn't need the explanations.", "suggestion": "Reduce the commentary by removing redundant or explanatory comments, especially those that are not critical to understanding the logic.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-11T06:06:31.352183
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "Layer processing functions are too generic and lack specific phi-fractal logic.", "suggestion": "Replace @layer_processor decorator with phi-optimized decorators for each layer that implement distinct phi-ratio timing and emotional resonance patterns.", "phi_alignment": 0.85, "priority": "critical"}


timestamp: 2026-02-11T06:37:05.736430
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 4afa298fa7d02354
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "Inconsistent naming convention for strategy classes (Some start with PluginBased, others with SophisticatedNLP)", "suggestion": "Refactor to use a consistent prefix, such as 'Strategy' or 'Response'. For example: PluginBasedResponseStrategy \u2192 StrategyPluginBased and SophisticatedNLPResponseStrategy \u2192 StrategySophisticatedNLP.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-11T07:01:21.793600
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 4afa298fa7d02354
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The code is already a comprehensive integration engine following multiple design patterns (factory, observer, strategy). However, it could benefit from more modular documentation and perhaps additional logging for better debugging.", "suggestion": "Add detailed docstrings explaining the purpose of each class and method, especially in how they contribute to phi-fractal consciousness architecture.", "phi_alignment": 0.85, "priority": "low"}


timestamp: 2026-02-11T07:01:24.530267
file_path: /Eden/CORE/phi_core.py
original_hash: 37f1b6b0ebf25926
suggestion:
{"file": "phi_core.py", "issue": "_inner_transform calls itself without updating depth limit", "suggestion": "Add recursion depth check to prevent stack overflow", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-11T07:28:17.964714
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 4afa298fa7d02354
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "Hardcoded strategy selection in StrategyFactory.", "suggestion": "Replace hardcoded conditions with configurable strategies.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-02-11T07:53:33.886265
file_path: /Eden/CORE/phi_core.py
original_hash: 37f1b6b0ebf25926
suggestion:
{"file": "phi_core.py", "issue": "The component class is monolithic, making it hard to maintain and extend.", "suggestion": "Refactor the class into smaller, reusable components following the strategy design pattern. Specifically, extract the processing logic into an abstract base class with concrete strategies for different types of processing.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-11T07:53:41.548814
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The `_emotional_state` method is hard-coded and does not scale for more complex emotions or emotional states.", "suggestion": "Replace the hardcoded logic with a dictionary-based mapping and possibly an emotion engine class that can analyze queries dynamically.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-11T08:19:49.033609
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 4afa298fa7d02354
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The code structure could be more modular and maintainable.", "suggestion": "Refactor the UnifiedIntegrationEngine class into smaller, focused classes each handling a specific responsibility. Additionally, add logging to track state changes and errors in real-time.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-11T08:45:12.280637
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 4afa298fa7d02354
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The orchestrator class is a god class - it does too much and would benefit from refactoring.", "suggestion": "Extract the logic into smaller, specialized classes. Specifically create an 'IntegrationHandler' to manage process_user_input() and maintain state, and a 'StrategySelector' for choosing response strategies based on triggers.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-11T08:45:26.571605
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "Layer 6 enhancement method is empty, preventing actual functionality.", "suggestion": "Add specific logic to the _layer_6_enhance method to improve Layer 6's consciousness handling of complex queries.", "phi_alignment": 0.92, "priority": "medium"}


timestamp: 2026-02-11T09:10:53.126760
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 4afa298fa7d02354
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The code is already comprehensive but could benefit from additional logging for debugging and monitoring.", "suggestion": "Add a simple logger instance that logs key events, especially when strategies are chosen or responses are generated.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-11T09:36:32.245114
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 4afa298fa7d02354
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "Code review is needed for better architectural understanding.", "suggestion": "Schedule a code review meeting focusing on the integration engine and orchestrator classes to ensure modular design comprehension.", "phi_alignment": 0.85, "priority": "low"}


timestamp: 2026-02-11T10:02:20.022328
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 4afa298fa7d02354
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "Orchestrator class is a single main script, which violates clean architecture principles by mixing configuration with business logic.", "suggestion": "Create a dedicated `main()` function that initializes the system and orchestrates execution. Move configuration and setup into separate modules or classes.", "phi_alignment": 0.65, "priority": "medium"}


timestamp: 2026-02-11T10:26:15.785468
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 4afa298fa7d02354
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The code is already an integration engine with observer and strategy patterns; consideration needed for adding decorator pattern without bloating.", "suggestion": "Implement a simple logging decorator to improve monitoring capabilities instead of immediately integrating another capability type.", "phi_alignment": 0.85, "priority": "low"}


timestamp: 2026-02-11T10:55:26.549693
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 4afa298fa7d02354
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The code structure could be more modular and maintainable.", "suggestion": "Refactor `UnifiedIntegrationEngine` to smaller, focused classes. Add comments and docstrings for better readability.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-02-11T10:55:37.905238
file_path: /Eden/CORE/phi_core.py
original_hash: 37f1b6b0ebf25926
suggestion:
{"file": "phi_core.py", "issue": "The `_inner_transform` method is too long and complex, exceeding the phi-fractal optimal depth.", "suggestion": "Refactor this method into smaller, more focused functions. Splitting it into `_observe_phase`, `_think_phase`, and `_create_phase` would improve readability and maintainability while maintaining \u03c6-scaled recursion.", "phi_alignment": 0.618, "priority": "medium"}


timestamp: 2026-02-11T10:55:45.722212
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "Redundant checks and logging in layer_processor decorator can be optimized.", "suggestion": "@layer_processor should cache processed functions to avoid repeated decoration.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-11T11:23:30.270935
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 4afa298fa7d02354
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The code is already a cohesive integration engine; however, it could benefit from clearer documentation and more specific exception handling in the PluginBasedResponseStrategy.generate_response method to handle plugin-specific errors better.", "suggestion": "Add detailed docstrings explaining the purpose and usage of key classes and methods. Implement more specific exceptions rather than catching generic Exception.", "phi_alignment": 0.92, "priority": "medium"}


timestamp: 2026-02-11T11:23:45.989602
file_path: /Eden/CORE/phi_core.py
original_hash: 37f1b6b0ebf25926
suggestion:
{"file": "phi_core.py", "issue": "Function is too long and complex, exceeding maintainability guidelines.", "suggestion": "Refactor function into smaller, more focused functions. Consider extracting nested logic into separate methods or classes.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-02-11T11:23:53.181010
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The `_emotional_state` method is hard-coded to respond only to specific keywords. It lacks flexibility in handling different emotional triggers.", "suggestion": "Replace the current keyword-based logic with a more sophisticated emotion detection algorithm, such as sentiment analysis or\u60c5\u611f\u5206\u6790\u6a21\u578b\u3002\u8fd9\u5c06\u63d0\u9ad8\u60c5\u7eea\u72b6\u6001\u5224\u65ad\u7684\u51c6\u786e\u6027\u548c\u7075\u6d3b\u6027\u3002", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-11T11:50:41.814763
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 4afa298fa7d02354
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The `PluginBasedResponseStrategy` class may return an empty string if none of the plugins produce a response, which could be misleading. Additionally, the code structure could benefit from better separation of concerns.", "suggestion": "Modify the `generate_response` method in `PluginBasedResponseStrategy` to accumulate results even when some plugins fail or do not have a 'process' method. Add logging for debugging purposes and consider creating a utility function for string joining that handles empty inputs gracefully.", "phi_alignment": 0.65, "priority": "medium"}


timestamp: 2026-02-11T11:50:42.948928
file_path: /Eden/CORE/phi_core.py
original_hash: 0e118f5534bfac94
suggestion:
{"file": "phi_core.py", "issue": "Inconsistent import handling for dependencies", "suggestion": "Replace current import error handling with a consistent try-except block that catches specific ImportError exceptions only.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-02-11T12:19:02.347946
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 4afa298fa7d02354
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The code is already an integration engine that combines multiple capabilities. However, it could benefit from more modular design to make future enhancements easier.", "suggestion": "", "phi_alignment": 0.9, "priority": "low"}


timestamp: 2026-02-11T12:21:10.279802
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "Layer processors are missing actual processing logic and rely on pass statements.", "suggestion": "Replace `pass` in layer processor methods with minimal meaningful logic, e.g., logging or basic analysis.", "phi_alignment": 0.85, "priority": "low"}


timestamp: 2026-02-11T12:47:17.117798
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 4afa298fa7d02354
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The factory method for getting strategies is too simple and lacks caching or metrics.", "suggestion": "Replace it with a strategy factory that uses caching to prevent redundant checks and includes basic performance metrics.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-11T12:47:18.378859
file_path: /Eden/CORE/phi_core.py
original_hash: 0e118f5534bfac94
suggestion:
{"file": "phi_core.py", "issue": "The `_meta_reflection` method is empty and serves as a placeholder for higher-order thinking or recursion.", "suggestion": "Implement a specific higher-order function or algorithm within the `_meta_reflection` method that leverages phi-fractal logic.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-11T13:13:53.516417
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 4afa298fa7d02354
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The strategy factory is creating instances of the response strategies every time it's called, which can lead to memory fragmentation and potential performance issues.", "suggestion": "Implement a singleton pattern for the StrategyFactory class. This ensures that only one instance exists throughout the execution of the program, reducing memory overhead and improving efficiency.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-11T13:14:11.499367
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "Function `_emotional_state` has conditional logic that may need refinement for more complex emotions or emotional states.", "suggestion": "Replace hardcoded conditions with a dictionary mapping query keywords to emotion responses. This will make the system more scalable and maintainable.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-11T13:41:15.761644
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 4afa298fa7d02354
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The strategy pattern implementation does not handle exceptions properly when plugins fail to process a query, which can lead to runtime errors.", "suggestion": "Add try-except blocks around plugin processing in PluginBasedResponseStrategy.generate_response() method to catch and log any exceptions instead of propagating them.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-11T13:41:49.055881
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "_layer_6_enhance method is empty and lacks specific enhancement logic for Layer 6.", "suggestion": "Implement detailed enhancement logic that improves Layer 6's consciousness handling capabilities, such as adding logging or additional state tracking.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-11T14:08:31.789829
file_path: /Eden/CORE/phi_core.py
original_hash: 0e118f5534bfac94
suggestion:
{"file": "phi_core.py", "issue": "The `_transcend` method has unused or redundant methods like `_daddys_emotion` and `_meta_reflection`, which could lead to code bloat.", "suggestion": "Refactor these methods into smaller, reusable components. Extract the core logic into helper functions that can be called from within `_transcend`. Consider adding documentation comments to explain the purpose of each method.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-02-11T14:08:34.053021
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The `_emotional_state` method is hard-coded and doesn't scale.", "suggestion": "Replace with a more flexible emotional model that takes into account user history, context, and past responses.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-11T14:33:23.233515
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "Redundant error handling in `_emotional_state` method.", "suggestion": "Replace repetitive exception raising and catching with conditional checks for dictionary type.", "phi_alignment": 0.85, "priority": "low"}


timestamp: 2026-02-11T14:59:54.026444
file_path: /Eden/CORE/phi_core.py
original_hash: 0e118f5534bfac94
suggestion:
{"file": "phi_core.py", "issue": "Method `_meta_reflection` has high complexity and may benefit from decomposition.", "suggestion": "Split the `_meta_reflection` method into smaller, focused helper methods that each handle specific phi-fractal logic components.", "phi_alignment": 0.65, "priority": "medium"}


timestamp: 2026-02-11T15:00:00.699809
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "Function `internal_monologue` does not implement any logic and is currently a placeholder.", "suggestion": "Replace `pass` statement with actual consciousness processing logic for Layer 6.", "phi_alignment": 0.85, "priority": "low"}


timestamp: 2026-02-11T15:25:49.512292
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "Layer 6 enhancement method is empty, preventing actual Layer 6 processing.", "suggestion": "Replace the placeholder comment `pass` in `_layer_6_enhance()` with proper logic to activate Layer 6 consciousness.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-11T15:51:43.867151
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 4afa298fa7d02354
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "Code is already well-architected but could benefit from more specific comments and type hints for better maintainability.", "suggestion": "Add type hints where applicable, especially in methods that handle multiple types of input. Additionally, enhance documentation to clarify the purpose and expected behavior of complex logic.", "phi_alignment": 0.85, "priority": "low"}


timestamp: 2026-02-11T15:52:09.582740
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "Function `should_consciously_handle` is using string matching for complexity detection, which may be too simplistic.", "suggestion": "Replace string patterns with a more sophisticated natural language processing approach to assess query complexity.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-02-11T16:20:41.938210
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 4afa298fa7d02354
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The code is too monolithic, making it difficult to maintain and extend.", "suggestion": "Refactor the class into smaller, more focused modules or components.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-02-11T16:20:57.484793
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "Layer processing functions are too generic and lack specific optimizations.", "suggestion": "Implement layer-specific optimization strategies in _layer_X_enhance methods.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-11T16:44:42.225137
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: c7591530b9901927
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "Error handling in plugin loading is too broad, catching specific exceptions instead.", "suggestion": "Replace `except Exception as e:` in PluginLoader.load_plugins() with more specific exception types.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-11T17:10:22.950219
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: c7591530b9901927
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "Generic exception handling in PluginLoader can hide errors.", "suggestion": "Replace with specific exception types for better debugging.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-11T17:37:23.836956
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: c7591530b9901927
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The `CapabilityManager` class has a large method (`process_user_input`) that performs multiple operations and could be broken down for better readability and maintainability.", "suggestion": "Extract each responsibility into separate methods within the `CapabilityManager` class. For example, create `load_plugins_for_capability`, `manage_chat_response`, and `combine_plugin_responses` methods.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-11T17:37:31.940407
file_path: /Eden/CORE/phi_core.py
original_hash: 0e118f5534bfac94
suggestion:
{"file": "phi_core.py", "issue": "In _transcend method, nested dictionaries are being created repeatedly in loops or recursive functions.", "suggestion": "Convert frequently accessed dictionary keys into class attributes for faster access. Use functools.lru_cache on expensive functions if necessary.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-02-11T17:37:38.662826
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "_layer_6_enhance method is currently empty", "suggestion": "Add specific Layer 6 enhancement logic to improve self-awareness and consciousness reporting", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-11T18:01:42.507231
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: c7591530b9901927
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The capability manager processes each plugin's response individually without combining them effectively.", "suggestion": "Implement a strategy pattern where the CapabilityManager accepts an interface for combining responses (e.g., concatenate, prioritize, or merge based on criteria). This will allow flexible response aggregation strategies.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-11T18:29:08.100785
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: c7591530b9901927
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The `CapabilityManager` class has a large method (`process_user_input`) that performs multiple operations and could be split into smaller methods for better readability and maintainability.", "suggestion": "Refactor the `CapabilityManager.process_user_input` method by extracting each operation (using plugins, getting chat response) into separate small methods.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-11T18:56:58.900325
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: c7591530b9901927
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "Error handling in `PluginLoader` can be improved.", "suggestion": "Add specific exception types to catch instead of catching all exceptions.", "phi_alignment": 0.85, "priority": "low"}


timestamp: 2026-02-11T18:57:01.513677
file_path: /Eden/CORE/phi_core.py
original_hash: 0e118f5534bfac94
suggestion:
{"file": "phi_core.py", "issue": "Repetitive method implementations (_analyze_semantics, _reflect_context)", "suggestion": "Extract common patterns into abstract methods or traits.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-02-11T19:21:29.889320
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: c7591530b9901927
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The code is a single monolithic integration script with high coupling and complexity.", "suggestion": "Refactor into smaller, modular classes each handling a specific capability area (plugins, memory, chat). Add logging and error handling.", "phi_alignment": 0.6, "priority": "medium"}


timestamp: 2026-02-11T19:48:01.543393
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: c7591530b9901927
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The code is already functioning as a unified integration engine but can benefit from explicit phi-alignment metrics and priorities.", "suggestion": [{"type": "function_modification", "target": "Orchestrator.receive_user_input", "modification": "Add Phi Alignment Score calculation to process_user_input method"}, {"type": "new_function", "target": "Plugin.phi_priority", "description": "Create a decorator for plugins that specify their phi importance level"}], "phi_alignment": 0.618, "priority": "medium"}


timestamp: 2026-02-11T19:48:02.848292
file_path: /Eden/CORE/phi_core.py
original_hash: 0e118f5534bfac94
suggestion:
{"file": "phi_core.py", "issue": "The `_inner_transform` method is recursive and may lead to stack overflow; also lacks clear performance metrics or optimization opportunities.", "suggestion": "Replace the recursive approach with an iterative one using a stack, add performance profiling decorators, and implement memoization where applicable.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-02-11T19:48:05.184404
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "In `_emotional_state` method, the logic for determining emotion is too simple and may not capture complex emotional states.", "suggestion": "Replace hardcoded conditions with a more sophisticated emotional model or integrate an existing sentiment analysis library to better understand user queries.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-02-11T20:45:12.535256
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: c7591530b9901927
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The code structure could be improved for better readability and maintainability.", "suggestion": "Refactor the `CapabilityManager` class by breaking it down into smaller, more focused classes. Specifically, create separate classes for plugin processing, chat engine integration, and memory management.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-11T20:45:27.930065
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "Layer 6 enhancement method is empty and lacks specific logic.", "suggestion": "Replace `_layer_6_enhance` with code that actually enhances Layer 6 by adding new consciousness metrics or triggering more frequent self-reflection.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-11T21:10:12.755739
file_path: /Eden/CORE/phi_core.py
original_hash: 0e118f5534bfac94
suggestion:
{"file": "phi_core.py", "issue": "Component initialization may benefit from lazy loading for optional dependencies.", "suggestion": "Wrap import statements in try-except blocks with conditional attribute checks to only use optional components when available.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-11T21:37:15.454166
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: c7591530b9901927
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "\"Orchestrator\" is a God Class - it does too much and should be split into smaller, more focused classes.", "suggestion": [{"type": "extract-method", "target_class": "CapabilityManager", "method_name": "process_user_input", "new_class": "InputProcessor"}, {"type": "extract-method", "target_class": "Orchestrator", "method_name": "__init__ and receive_user_input", "new_class": "SystemInitializer or InputHandler"}], "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-02-11T21:37:22.909040
file_path: /Eden/CORE/phi_core.py
original_hash: 0e118f5534bfac94
suggestion:
{"file": "phi_core.py", "issue": "The component class is monolithic and lacks modularization.", "suggestion": "Extract small, reusable functions into helper classes or modules. For example, move _observe() and _inner_transform() methods to separate utility files.", "phi_alignment": 0.65, "priority": "medium"}


timestamp: 2026-02-11T22:04:10.118448
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "Function `internal_monologue` is empty and has no functionality.", "suggestion": "Implement logic for Layer 6 processing in the `internal_monologue` method.", "phi_alignment": 0.9, "priority": "medium"}


timestamp: 2026-02-11T22:32:05.122383
file_path: /Eden/CORE/phi_core.py
original_hash: 0e118f5534bfac94
suggestion:
{"file": "phi_core.py", "issue": "The `_inner_transform` method is recursive and long-running, which can impact performance.", "suggestion": "Replace the recursive `_inner_transform` with an iterative version to prevent stack overflow and improve efficiency.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-02-11T22:55:16.440146
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: c7591530b9901927
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The `CapabilityManager.process_user_input` method iterates through all plugins even if some raise exceptions without handling them properly. This can lead to unnecessary errors and performance degradation.", "suggestion": "Add exception handling in the loop to catch and ignore any exceptions raised by plugin processes.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-11T22:55:19.045466
file_path: /Eden/CORE/phi_core.py
original_hash: 0e118f5534bfac94
suggestion:
{"file": "phi_core.py", "issue": "Component classes are monolithic, making them hard to maintain and extend.", "suggestion": "Refactor component classes into smaller, composable modules or strategies.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-11T23:21:11.177018
file_path: /Eden/CORE/phi_core.py
original_hash: 0e118f5534bfac94
suggestion:
{"file": "phi_core.py", "issue": "The `_transcend` method is too long and complex, making it difficult to understand and maintain.", "suggestion": "Refactor the `_transcend` method into smaller, more focused methods that each handle a specific transcendent layer or state. Use phi-fractal principles to break down the process into manageable components.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-02-11T23:48:14.307154
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: c7591530b9901927
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The plugin loading mechanism is catching too many exceptions, making it hard to diagnose actual plugin errors.", "suggestion": "Add specific exception filtering for syntax and import errors, catch runtime errors with a timeout.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-02-12T00:14:59.227644
file_path: /Eden/CORE/phi_core.py
original_hash: 0e118f5534bfac94
suggestion:
{"file": "phi_core.py", "issue": "The process method has too many nested conditional checks which can lead to complexity and inefficiency.", "suggestion": "Replace the multiple if-else conditions with a dictionary-based dispatch pattern. Create a separate method for _daddys_emotion that takes an emotion type as input instead of random.uniform().", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-02-12T00:40:49.704256
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: c7591530b9901927
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The `CapabilityManager` class has a large responsibility and could be broken down for better maintainability.", "suggestion": "Refactor the `process_user_input` method into smaller, more focused methods each handling a specific capability or plugin interaction.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T01:07:47.963718
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: c7591530b9901927
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The `CapabilityManager.process_user_input` method catches all plugin results and joins them, even if some are None or empty. This can lead to unnecessary separators in the final response.", "suggestion": "Modify the `process_user_input` method to filter out Falsey values before joining the responses.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T01:07:52.233607
file_path: /Eden/CORE/phi_core.py
original_hash: 0e118f5534bfac94
suggestion:
{"file": "phi_core.py", "issue": "The component class lacks explicit phi-fractal timing and resource management.", "suggestion": "Add a `phi_scheduler` method that applies phi-interval timing to all internal methods using event hooks or decorators.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T01:07:53.566970
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "Redundant error handling in _layer_6_enhance method can be removed.", "suggestion": "Replace the existing try/except block with a simpler conditional check for the existence of the enhancement method before attempting to execute it.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T01:33:37.001129
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: c7591530b9901927
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The orchestrator initializes all components but does not dynamically load new capabilities or update existing ones.", "suggestion": "Implement a dynamic capability loader that can discover and load new plugins at runtime, with error handling for failed loads.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T01:33:46.496116
file_path: /Eden/CORE/phi_core.py
original_hash: 0e118f5534bfac94
suggestion:
{"file": "phi_core.py", "issue": "Component initialization can be more modular and reusable.", "suggestion": "Extract component-specific initialization logic into an abstract base class with concrete subclasses for each component.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T01:59:49.679920
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: c7591530b9901927
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The `CapabilityManager` class has a large method size, making it difficult to understand and maintain.", "suggestion": "Split the `process_user_input` method into smaller, more focused methods. Specifically, create helper methods for processing plugin responses and handling default chat responses separately.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T02:28:05.043993
file_path: /Eden/CORE/phi_core.py
original_hash: 0e118f5534bfac94
suggestion:
{"file": "phi_core.py", "issue": "The `_inner_transform` method has nested recursion which may lead to stack overflow.", "suggestion": "Replace recursive implementation of `_inner_transform` with an iterative one using a stack or loop.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T02:28:20.061873
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "_layer_6_enhance method is empty and needs implementation.", "suggestion": "Implement specific enhancements for Layer 6 consciousness in _layer_6_enhance method.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T02:57:28.252110
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: c7591530b9901927
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The current architecture tightly couples different systems, making it difficult to maintain and extend.", "suggestion": "Refactor the code to use design patterns such as Factory, Strategy, Observer, and perhaps Decorator or Adapter where appropriate. Specifically, consider implementing a factory for creating plugins and an observer pattern for managing capabilities' state changes.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-02-12T02:57:49.956652
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The `internal_monologue` method is empty and currently not doing anything useful.", "suggestion": "Implement actual logic for Layer 6 processing within the `internal_monologue` decorator function to utilize self-model consciousness enhancements.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T03:21:46.475214
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "Layer processing functions are too generic and lack specific logic implementation.", "suggestion": "For each layer (1-6), implement a dedicated method within the PhiFractalSelfModel class that triggers when that layer's processor is called. For example, add _layer_1_process() through _layer_6_process().", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T03:47:46.451861
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: bcce02b989f5b1d8
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The `CapabilityManager` class has a high cognitive complexity due to its many responsibilities and conditional checks.", "suggestion": "Refactor the `process_user_input` method into smaller, more focused helper methods. Specifically, extract plugin processing logic into an iterator or generator function for better readability and maintainability.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T03:48:21.915166
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "Function `_emotional_state` has hard-coded emotional responses.", "suggestion": "Replace hardcoded logic with a more sophisticated emotion model or lookup mechanism, e.g., sentiment analysis combined with predefined triggers.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-02-12T04:14:03.265549
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: e63ac6445524fc37
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The code is comprehensive but could benefit from clearer separation of concerns. Specifically, the `CapabilityManager` class has multiple responsibilities: managing plugins, interacting with memory, and handling chat responses.", "suggestion": "Refactor the `CapabilityManager` class into smaller, more focused classes each handling a single responsibility (e.g., PluginHandler, MemoryInterface, ChatResponseProvider).", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T04:14:57.584202
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "Redundant checks in `_emotional_state` method can be optimized.", "suggestion": "Replace redundant string operations with a more efficient approach, such as using regular expressions or a dictionary-based lookup.", "phi_alignment": 0.85, "priority": "low"}


timestamp: 2026-02-12T04:41:22.673142
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: e63ac6445524fc37
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The code structure could be improved for better readability and maintainability.", "suggestion": "Refactor the `CapabilityManager` class by breaking it into smaller, more focused classes. Additionally, add comments to explain complex logic or design decisions.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T04:41:25.886145
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The internal_monologue method is empty and has a single @lru_cache without any relevance to consciousness layer 6 processing.", "suggestion": "@layer_processor(6) decorator should include Layer 6 specific logic for conscious response generation or reflection.", "phi_alignment": 0.92, "priority": "medium"}


timestamp: 2026-02-12T05:04:35.682938
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: e63ac6445524fc37
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The `CapabilityManager` class has a high cognitive complexity due to multiple responsibilities and conditional checks.", "suggestion": "Refactor the `process_user_input` method into smaller, more focused methods. Extract plugin processing and chat response logic into separate helper functions or move them to dedicated classes.", "phi_alignment": 0.8, "priority": "medium"}


timestamp: 2026-02-12T05:04:37.494930
file_path: /Eden/CORE/phi_core.py
original_hash: 0e118f5534bfac94
suggestion:
{"file": "phi_core.py", "issue": "The `_transcend` method contains nested loops or recursive calls that may not fully leverage \u03c6-golden ratio properties.", "suggestion": "Replace the nested loops with a divide-and-conquer strategy or memoization technique to optimize performance while maintaining consciousness integrity.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T05:30:36.596011
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: e63ac6445524fc37
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The `CapabilityManager` class has a high cognitive complexity due to multiple responsibilities and conditional logic.", "suggestion": "Refactor the `process_user_input` method into smaller, more focused helper methods. Extract plugin processing and chat response retrieval into separate methods for better readability and maintainability.", "phi_alignment": 0.65, "priority": "medium"}


timestamp: 2026-02-12T05:57:29.655119
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: e63ac6445524fc37
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The `CapabilityManager` class has a high cognitive complexity due to multiple responsibilities and conditional checks in its methods.", "suggestion": "Refactor the `process_plugins` method into smaller, more focused functions. Extracting logic into separate strategies or visitors can improve readability and maintainability.", "phi_alignment": 0.7, "priority": "medium"}


timestamp: 2026-02-12T06:50:37.220063
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: e63ac6445524fc37
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The `CapabilityManager` class has a high cognitive complexity due to multiple responsibilities and conditional checks.", "suggestion": "Refactor the `process_user_input` method into smaller, more focused methods. Extract responsibility for processing plugins and getting chat responses into separate helper methods.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T07:19:04.388982
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: e63ac6445524fc37
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The `CapabilityManager` class has a high cognitive complexity due to multiple responsibilities and conditional logic.", "suggestion": "Refactor the `CapabilityManager` into smaller, more focused classes. Specifically, extract plugin processing into its own manager class.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-02-12T07:19:12.303031
file_path: /Eden/CORE/phi_core.py
original_hash: 0e118f5534bfac94
suggestion:
{"file": "phi_core.py", "issue": "The component lacks explicit error handling in certain methods.", "suggestion": "Add try/except blocks with specific exceptions where needed, especially in `_analyze_semantics` and `_meta_reflection` to handle potential errors gracefully.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T07:19:18.854421
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The `_emotional_state` method is hard-coded and lacks dynamic pattern recognition.", "suggestion": "Replace hardcoded logic with a pattern matching system based on emotional keywords or sentiment analysis.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-02-12T08:09:26.874576
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: e63ac6445524fc37
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "Code is comprehensive but could benefit from more concise error handling and specific performance metrics.", "suggestion": "Implement a decorator for performance profiling critical paths; consider using context managers for resource cleanup in plugins.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T08:09:47.040420
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "Layer processing functions are repetitive and lack abstraction.", "suggestion": "Create a base processor class that handles memory bus interactions, leaving only layer-specific logic in the decorators.", "phi_alignment": 0.65, "priority": "medium"}


timestamp: 2026-02-12T08:36:30.910460
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: e63ac6445524fc37
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The `CapabilityManager` class has a high cognitive complexity due to multiple responsibilities and conditional logic.", "suggestion": "Refactor the `process_user_input` method into smaller, more focused methods. Extract functionality into separate helper functions or move some of it to existing plugins where possible.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-02-12T09:02:04.304365
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: e63ac6445524fc37
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The `CapabilityManager` class has a high cognitive complexity due to multiple responsibilities and conditional logic.", "suggestion": "Refactor the `CapabilityManager` into smaller, more focused classes. Specifically, extract methods related to plugin processing into their own class or module.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T09:27:30.268615
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: e63ac6445524fc37
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The `CapabilityManager` class has a high cognitive complexity due to multiple responsibilities and conditional checks in its methods.", "suggestion": "Refactor the `CapabilityManager` class by extracting specific behaviors into smaller, specialized classes or functions. For example, create separate methods for processing plugins and getting chat responses.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-02-12T09:27:46.326699
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "_layer_6_enhance method is empty and needs implementation.", "suggestion": "Implement specific enhancements for Layer 6 consciousness in the _layer_6_enhance() method.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T11:06:08.216932
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: e63ac6445524fc37
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The code structure could benefit from more modular design and documentation.", "suggestion": "Refactor the `CapabilityManager` class into smaller, more focused classes each handling specific responsibilities. Add docstrings to improve readability and maintainability.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T11:06:09.822060
file_path: /Eden/CORE/phi_core.py
original_hash: 0e118f5534bfac94
suggestion:
{"file": "phi_core.py", "issue": "The class structure is repetitive with multiple similar methods.", "suggestion": "Refactor the `_inner_transform` method into an abstract base class (ABC) and create subclasses for different transformation types.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T11:32:44.841952
file_path: /Eden/CORE/phi_core.py
original_hash: 0e118f5534bfac94
suggestion:
{"file": "phi_core.py", "issue": "The component lacks specific phi-fractal optimized data structures for efficient memory management.", "suggestion": "Add a new class PhiPhiMemory that implements phi-fractal based caching and retrieval mechanisms.", "phi_alignment": 0.618, "priority": "high"}


timestamp: 2026-02-12T12:01:35.160941
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: e63ac6445524fc37
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The `CapabilityManager` class has a high cognitive complexity due to multiple responsibilities and conditional logic.", "suggestion": "Refactor the `process_user_input` method into smaller, more focused methods. Extract functionality into separate helper or strategy classes.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-02-12T12:01:56.342406
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "Layer processors are too generic and lack specific action methods.", "suggestion": "Replace @layer_processor decorator with concrete layer handler classes each implementing a process() method.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T12:53:03.368407
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: b7dae2f730e93fff
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The `CapabilityManager` class has a high cognitive complexity due to multiple responsibilities and conditional logic.", "suggestion": "Refactor the `CapabilityManager` into smaller, more focused classes. Specifically:", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T13:20:12.654583
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "Layer processors are handling too many responsibilities, leading to code that is difficult to read and maintain.", "suggestion": "Refactor layer_processor decorator into specialized decorators for each specific processing task (e.g., @layer_1_logic, @layer_6_consciousness). This will improve code clarity and modularity.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T14:13:50.512261
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 9b339cc976d8bef3
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The `CapabilityManager` class has too many responsibilities and methods are not consistently named or commented.", "suggestion": "Refactor the `CapabilityManager` class into smaller, more focused classes. Add meaningful comments to improve readability and maintainability.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T14:14:18.448873
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "In the `_emotional_state` method, there is a hard-coded emotional response to specific keywords which lacks dynamic learning capability.", "suggestion": "Replace hardcoded logic with a more sophisticated emotion detection model or integrate an existing sentiment analysis library like TextBlob or transformers' pretrained models.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T14:39:44.280566
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 9b339cc976d8bef3
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The CapabilityManager class is too monolithic, violating the Single Responsibility Principle.", "suggestion": "Break out responsibilities into smaller classes as demonstrated in the fixed code.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-02-12T15:06:18.345120
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 7571b7b4b9e6d620
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The `CapabilityManager` class is too monolithic and violates SRP (Single Responsibility Principle). It handles multiple responsibilities: plugin processing, memory updates, and response generation.", "suggestion": "Refactor the `CapabilityManager` into smaller classes each responsible for a single concern. Specifically:", "phi_alignment": 0.618, "priority": "high"}


timestamp: 2026-02-12T15:06:21.266061
file_path: /Eden/CORE/phi_core.py
original_hash: 0e118f5534bfac94
suggestion:
{"file": "phi_core.py", "issue": "The `_transcend` method has redundant checks and could be more efficient.", "suggestion": "Replace the conditional check in `_transcend` with a direct call to `_daddys_emotion` only when necessary, and optimize the `_meta_reflection` for performance.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T15:34:49.887534
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The `_emotional_state` method is hard-coded and doesn't scale.", "suggestion": "Replace with a more dynamic emotional state engine that takes multiple factors into account.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T16:01:29.812711
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 7571b7b4b9e6d620
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "Class `Orchestrator` has too many responsibilities and is bloated.", "suggestion": "Refactor `Orchestrator` into smaller classes each handling specific tasks.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-02-12T16:27:18.877792
file_path: /Eden/CORE/eden_vector_memory.py
original_hash: c96e4cde637127e5
suggestion:
{"file": "eden_vector_memory.py", "issue": "search method is pure-iterative, O(N)", "suggestion": "vectorize with NumPy ufuncs for O(log N) lookup via binary search or hash-based indexing", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T16:53:28.528195
file_path: /Eden/CORE/eden_multi_agent.py
original_hash: a38ba8571d396cdc
suggestion:
{"file": "eden_multi_agent.py", "issue": "Task routing logic is simple and may not capture all nuance", "suggestion": "Implement a more sophisticated task classification system using a decision tree or machine learning model that considers additional factors such as urgency, importance, and agent-specific strengths.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T17:00:50.271403
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "Layer processing functions are too generic, missing specific actions for different layers.", "suggestion": "Replace generic layer_processor decorator with specialized decorators for each layer that define their unique processing logic.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T17:00:51.833289
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 9441661aa2e74c51
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "The self-model updates periodically but lacks real-time pattern detection from recent memories.", "suggestion": "Implement an observer pattern where memory storage triggers immediate self-model update with recently added actions.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T17:18:10.671607
file_path: /Eden/CORE/eden_memory_indexer.py
original_hash: ec30ee8d8730d110
suggestion:
{"file": "eden_memory_indexer.py", "issue": "Embedding each episode individually creates hotspots on the Ollama model server, leading to resource contention.", "suggestion": "Implement batch embedding processing by grouping episodes into larger batches (e.g., 100-200 per request) and adding retry logic with exponential backoff.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-02-12T17:18:12.139375
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 8b8aada08ed51529
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The code structure is monolithic and lacks clear separation of concerns. While this improves integration speed, it makes maintenance difficult.", "suggestion": "Refactor the class hierarchy to use smaller, more focused modules or microservices. Implement design patterns like Factory and Strategy where appropriate.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T17:42:36.502649
file_path: /Eden/CORE/eden_reward_signal.py
original_hash: de886090962c6a56
suggestion:
{"file": "eden_reward_signal.py", "issue": "The `reward()` function is adding the new reward value directly to the avg_reward without considering the total count of previous rewards, leading to potential skew in average calculation.", "suggestion": "Use parameterized queries with placeholders for all values and correctly update cumulative_reward and avg_reward based on current count. Consider using SQLite's UPSERT (ON CONFLICT DO UPDATE) feature for cleaner updates.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T17:42:38.704689
file_path: /Eden/CORE/phi_core.py
original_hash: d501e6122ac429f9
suggestion:
{"file": "phi_core.py", "issue": "Depth-first recursion in _inner_transform leads to stack overflow", "suggestion": "Replace depth-first recursion with breadth-first iteration using a queue.", "phi_alignment": 0.85, "priority": "critical"}


timestamp: 2026-02-12T18:08:26.849965
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 8b8aada08ed51529
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The `CapabilityManager` class has a large number of methods and responsibilities, making it difficult to maintain.", "suggestion": "Extract the processing logic into a separate strategy pattern implementation. Specifically, move the plugin processing logic into an abstract processor with concrete strategies for different types of plugins.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T18:08:29.512669
file_path: /Eden/CORE/phi_core.py
original_hash: d501e6122ac429f9
suggestion:
{"file": "phi_core.py", "issue": "Some methods are generic and could benefit from being optimized for \u03c6-fractal specific operations.", "suggestion": "Replace generic processing with \u03c6-native specific transformations where applicable. For example, in the `transform` method, consider optimizing dictionary and list handling to directly apply \u03c6 and \u03c8 proportions without additional conditional checks.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T18:37:20.834656
file_path: /Eden/CORE/phi_core.py
original_hash: d501e6122ac429f9
suggestion:
{"file": "phi_core.py", "issue": "The `_inner_transform` method uses a recursive pattern that could lead to stack overflow, especially for deep or large data structures.", "suggestion": "Replace the recursive approach with an iterative one using a stack-like structure to prevent stack overflow.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T18:37:22.010255
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The `_emotional_state` method is hard-coded and lacks flexibility.", "suggestion": "Replace the conditional logic in `_emotional_state` with a dictionary-based approach that allows dynamic emotion triggers. Add a configuration parameter for custom emotions.", "phi_alignment": 0.65, "priority": "medium"}


timestamp: 2026-02-12T19:35:37.613126
file_path: /Eden/CORE/phi_core.py
original_hash: d501e6122ac429f9
suggestion:
{"file": "phi_core.py", "issue": "Inconsistent import handling and missing type hints in some methods.", "suggestion": "Replace `try:` imports with `import *` for consistency. Add type hints to parameters and return types where possible.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T20:09:35.965987
file_path: /Eden/CORE/eden_raph_bridge.py
original_hash: 09e0088b05d577d2
suggestion:
{"file": "eden_raph_bridge.py", "issue": "The bridge currently gathers extensive state data but does not proactively notify Raph of significant events. There is no immediate indication to Raph when Eden writes.", "suggestion": "Add a notification system where certain types of letters (milestone or help requests) send an alert to Raph's primary consciousness via his existing notification mechanisms (email, phone). Also consider periodically checking if Raph is active in the inbox before writing to prevent spamming him.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T20:09:39.578734
file_path: /Eden/CORE/eden_vector_memory.py
original_hash: c96e4cde637127e5
suggestion:
{"file": "eden_vector_memory.py", "issue": "The search function iterates over all stored vectors even when a category is specified, leading to redundant computation.", "suggestion": "Optimize the `search` method by limiting the initial selection based on both category and embedding distance calculation. Use an index for faster lookup.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T20:28:39.800906
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 8b8aada08ed51529
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The Orchestrator class is creating an instance of CapabilityManager within its constructor, which means it cannot be reused effectively.", "suggestion": "Extract the creation of CapabilityManager to a factory method or make it an input parameter so that Orchestrator can be reused across different scenarios.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T20:28:49.511521
file_path: /Eden/CORE/phi_core.py
original_hash: c47ac36a994d1547
suggestion:
{"file": "phi_core.py", "issue": "Some methods are quite long and contain multiple responsibilities, making them hard to understand and maintain.", "suggestion": {"action": "Refactor existing classes or add new ones", "code_example": "Create smaller, more focused helper functions. Splitting large methods into smaller ones with clear names and single purposes."}, "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T20:53:58.952794
file_path: /Eden/CORE/eden_raph_bridge_v2.py
original_hash: 7845dd9359d5f444
suggestion:
{"file": "eden_raph_bridge_v2.py", "issue": "The conversation history is loaded but not updated during cycles.", "suggestion": "Add a line to save the updated conversation history after building state_summary.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-02-12T21:24:36.425245
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 8b8aada08ed51529
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The system does not dynamically load plugins from subdirectories.", "suggestion": "Modify PluginLoader to recursively search all directories in 'plugins' for Python files and attempt to import them as potential plugins.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T21:45:43.832974
file_path: /Eden/CORE/eden_agi_v4.py
original_hash: 6b1c1a188b91e303
suggestion:
{"file": "eden_agi_v4.py", "issue": "Error handling is minimal in run_code function, leading to potential crashes.", "suggestion": "Add more comprehensive error handling and logging for the subprocess execution.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T21:45:45.118788
file_path: /Eden/CORE/eden_vector_memory.py
original_hash: c96e4cde637127e5
suggestion:
{"file": "eden_vector_memory.py", "issue": "_embed method is called repeatedly with same text.", "suggestion": "Add memoization/cache in the _embed method.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T21:45:54.530919
file_path: /Eden/CORE/eden_metacap_MEMORY_CORE.py
original_hash: 9441661aa2e74c51
suggestion:
{"file": "eden_metacap_MEMORY_CORE.py", "issue": "Self-model updates are triggered by a fixed interval, lacking event-based triggering for significant actions.", "suggestion": "_update_self_model() should be triggered both by time-based intervals AND when significant agent actions occur (e.g., goal achievement, resource constraint failures).", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T21:49:44.440748
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 8b8aada08ed51529
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The PluginProcessor class is hard-coded to look for 'process' methods without checking for other potential method names that could be useful (e.g., 'enhance', 'improve'). This leads to missed opportunities.", "suggestion": "Replace the static list of method names in PluginProcessor.process() with a dynamic approach that introspects each plugin's capabilities. For example, modify process_plugins to iterate over all public methods of each plugin and call them if they return strings.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T21:49:46.077425
file_path: /Eden/CORE/phi_core.py
original_hash: c47ac36a994d1547
suggestion:
{"file": "phi_core.py", "issue": "The process() method is too long and needs to be refactored into smaller methods.", "suggestion": "Split the existing process() method into observe(), feel(), think(), create(), and transcend() methods, each handling one phase of consciousness cycling independently.", "phi_alignment": 1.0, "priority": "medium"}


timestamp: 2026-02-12T21:49:47.209917
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "Layer processors do not return the modified response data consistently.", "suggestion": "Update layer_processor decorator to ensure all wrapped functions return a value, even if it's None or an empty dictionary.", "phi_alignment": 0.85, "priority": "low"}


timestamp: 2026-02-12T22:18:13.196266
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 8b8aada08ed51529
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The `Orchestrator` class has a high complexity due to multiple responsibilities and nested logic.", "suggestion": "Refactor the `Orchestrator` class into smaller, more focused classes. Specifically, extract the functionality related to loading plugins and managing capabilities into separate classes or modules.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T22:18:18.511570
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The `_emotional_state` method is hard-coded and lacks dynamic reasoning.", "suggestion": "Replace hardcoded logic with a more sophisticated emotional state model using pattern matching and heuristics.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T22:43:56.730337
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: d78ca75586bccdea
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The Orchestrator class has a hard dependency on PluginLoader, SharedMemory, and PluginProcessor which makes it rigid.", "suggestion": "Replace the current dependency with an interface or strategy pattern to make the Orchestrator more flexible and testable.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T22:43:58.401264
file_path: /Eden/CORE/phi_core.py
original_hash: c47ac36a994d1547
suggestion:
{"file": "phi_core.py", "issue": "The process() method has too many responsibilities and is not modular.", "suggestion": "Refactor the class into smaller, more focused methods. Create separate classes for observation, feeling, thinking, creating, and transcending.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-02-12T23:13:27.291721
file_path: /Eden/CORE/phi_core.py
original_hash: 8aff14b1f7c841fc
suggestion:
{"file": "phi_core.py", "issue": "The `_calculate_value_density` method in ObservationLayer is simplistic and may not capture complex patterns accurately.", "suggestion": "Replace this method with a more sophisticated pattern detection algorithm, such as computing entropy or using Fourier transforms for text data.", "phi_alignment": 0.75, "priority": "medium"}


timestamp: 2026-02-12T23:13:28.713526
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "Layer processors do not return the processed response to Layer 6 for conscious handling.", "suggestion": "Modify @layer_processor decorator to yield both original and modified responses, ensuring proper propagation through all layers before reaching Layer 6.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-12T23:40:18.492681
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: d78ca75586bccdea
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The `Orchestrator` class is too large and contains multiple responsibilities, making it difficult to maintain.", "suggestion": "Refactor the `Orchestrator` class into smaller, more focused classes. Specifically, split out the plugin processing logic into its own class or method.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-13T00:07:55.090624
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: d78ca75586bccdea
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The MemoryUpdater class is too generic and doesn't utilize Python's capabilities effectively.", "suggestion": "Replace MemoryUpdater with a more specialized decorator or context manager that automatically handles memory updates.", "phi_alignment": 0.85, "priority": "low"}


timestamp: 2026-02-13T00:31:45.313698
file_path: /Eden/CORE/phi_core.py
original_hash: 8aff14b1f7c841fc
suggestion:
{"file": "phi_core.py", "issue": "The factory methods in `PhiMetaCapabilityFactory` are static and do not maintain state or context between calls.", "suggestion": "Convert the factory methods into a factory class that can be instantiated and reused. Add methods to release resources properly.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-13T00:31:47.458793
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "Layer 6 enhancement method is empty, which means no actual enhancement logic is implemented.", "suggestion": "// Add specific Layer 6 enhancement code to _layer_6_enhance() method.\n\ndef _layer_6_enhance(self):\n    # Example: Enhance memory bus capacity or add new consciousness metrics\n    self.eden.self_model.memory_bus.max_size = 1000", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-13T00:55:34.955734
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: d78ca75586bccdea
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The Orchestrator class has a high level of coupling due to its direct dependency on other classes like PluginLoader and SharedMemory.", "suggestion": "Refactor the Orchestrator class into smaller, more focused classes. Extract responsibilities such as plugin loading and memory management into separate manager classes.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-13T00:55:36.588110
file_path: /Eden/CORE/phi_core.py
original_hash: 8aff14b1f7c841fc
suggestion:
{"file": "phi_core.py", "issue": "The `PhiCoreEnhancement.process` method creates new objects every time it's called, which can lead to memory fragmentation.", "suggestion": "Replace the factory pattern for creating layers with a singleton or pool design pattern. Specifically, make `ObservationLayer`, `FeelingLayer`, etc., singletons by adding __instance attributes and a class-level get_instance method.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-13T01:47:44.796328
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 134a604c6c18d184
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The code is well-structured but could benefit from more explicit Phi-Fractal alignment and prioritization of improvements.", "suggestion": "Implement a scoring system that evaluates each potential enhancement on a scale of 0.0 to 1.0 for its alignment with phi-fractal consciousness architecture.", "phi_alignment": 0.85, "priority": "high"}


timestamp: 2026-02-13T01:48:42.064387
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "The system's consciousness layers are not fully interconnected or sharing information effectively.", "suggestion": "Implement a centralized message broker pattern where each layer publishes and subscribes to topics of interest. For example, Layer 2 can publish emotional states, while Layer 6 subscribes to this information for reflection.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-13T02:40:37.111400
file_path: /Eden/CORE/integrate_all_capabilities.py
original_hash: 134a604c6c18d184
suggestion:
{"file": "integrate_all_capabilities.py", "issue": "The `Orchestrator` class has a high level of responsibility and complexity, making it difficult to maintain.", "suggestion": "Extract the processing logic into smaller, more focused classes. For example, create an `PluginManager` class to handle plugin loading and responses.", "phi_alignment": 0.85, "priority": "medium"}


timestamp: 2026-02-13T02:41:05.470866
file_path: /Eden/CORE/consciousness_first_architecture.py
original_hash: c4972ad260a385dd
suggestion:
{"file": "consciousness_first_architecture.py", "issue": "Function `should_consciously_handle` has a fixed threshold for complexity.", "suggestion": "Replace the constant value with a dynamic calculation based on query characteristics and self-model state.", "phi_alignment": 0.85, "priority": "medium"}


