196 lines
6.3 KiB
Markdown
196 lines
6.3 KiB
Markdown
# AI Architecture Compliance Check
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## ✅ Current Status vs. 4-Stage Plan
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### Stage 1: AI Folder Structure & Functional Split ✅
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- **Status**: COMPLETE
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- **Evidence**:
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- All functions in `/ai/functions/` ✅
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- Shared modules (`ai_core.py`, `validators.py`, `constants.py`) ✅
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- Clean structure with no duplication ✅
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### Stage 2: AI Execution & Logging Layer ✅
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- **Status**: COMPLETE
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- **Evidence**:
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- `AICore.run_ai_request()` centralizes all AI requests ✅
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- `AICore.generate_image()` centralizes image generation ✅
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- All functions use `run_ai_request()` via `AIEngine.execute()` ✅
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### Stage 3: Clean Logging, Unified Debug Flow & Step Traceability ✅
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- **Status**: COMPLETE (Just Fixed)
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- **Evidence**:
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- `ConsoleStepTracker` created and integrated ✅
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- `AIEngine.execute()` now uses `ConsoleStepTracker` ✅
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- `_auto_cluster_keywords_core` uses `ConsoleStepTracker` ✅
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- All phases logged: INIT → PREP → AI_CALL → PARSE → SAVE → DONE ✅
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### Stage 4: Prompt Registry, Model Unification, and Final Function Hooks ✅
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- **Status**: COMPLETE (with legacy compatibility)
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- **Evidence**:
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- `PromptRegistry.get_prompt()` created ✅
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- `MODEL_CONFIG` in `settings.py` ✅
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- `AutoClusterFunction` uses `PromptRegistry` and `get_model_config()` ✅
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- `AIEngine.execute()` uses `get_model_config()` ✅
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---
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## ⚠️ Architecture Paths
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### NEW PATH (Recommended - Stage 4 Compliant) ✅
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**Flow:**
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```
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API Request → views.py → run_ai_task → AIEngine.execute() → AutoClusterFunction
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```
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**Uses:**
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- ✅ `PromptRegistry.get_prompt()` (Stage 4)
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- ✅ `get_model_config()` (Stage 4)
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- ✅ `AICore.run_ai_request()` (Stage 2)
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- ✅ `ConsoleStepTracker` (Stage 3)
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- ✅ `AutoClusterFunction` class (Stage 1)
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**Files:**
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- `backend/igny8_core/modules/planner/views.py` - Uses `run_ai_task`
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- `backend/igny8_core/ai/tasks.py` - Unified Celery entrypoint
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- `backend/igny8_core/ai/engine.py` - Uses new architecture
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- `backend/igny8_core/ai/functions/auto_cluster.py` - Uses PromptRegistry
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**Status**: ✅ FULLY COMPLIANT with all 4 stages
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---
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### OLD PATH (Legacy - Partial Compliance) ⚠️
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**Flow:**
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```
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Legacy Celery Task → auto_cluster_keywords_task → _auto_cluster_keywords_core → AIProcessor.cluster_keywords()
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```
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**Uses:**
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- ❌ `self.get_prompt()` (OLD method, not PromptRegistry)
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- ❌ Hardcoded model settings (not `get_model_config()`)
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- ✅ `AICore.run_ai_request()` (via `_call_openai()` wrapper)
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- ✅ `ConsoleStepTracker` (Just added)
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- ❌ `AIProcessor.cluster_keywords()` (OLD method)
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**Files:**
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- `backend/igny8_core/modules/planner/tasks.py` - Legacy function
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- `backend/igny8_core/utils/ai_processor.py` - Legacy processor
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**Status**: ⚠️ PARTIALLY COMPLIANT
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- ✅ Console logging added (Stage 3)
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- ✅ Prompt placeholder fix (functional fix)
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- ❌ Still uses old prompt method (not Stage 4)
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- ❌ Still uses old model config (not Stage 4)
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**Note**: This path is kept for backward compatibility. The NEW path should be preferred.
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---
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## 🔍 Issue Analysis
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### Issue 1: Console Logging Not Happening ✅ FIXED
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**Problem**: Console logging was not happening for AI requests and responses.
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**Root Cause**:
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- `AIEngine.execute()` was not using `ConsoleStepTracker`
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- `_auto_cluster_keywords_core` was not using `ConsoleStepTracker`
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**Fix Applied**:
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- ✅ Added `ConsoleStepTracker` to `AIEngine.execute()`
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- ✅ Added `ConsoleStepTracker` to `_auto_cluster_keywords_core`
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- ✅ Passed tracker to `AICore.run_ai_request()`
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- ✅ All phases now log to console
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**Status**: ✅ RESOLVED
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---
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### Issue 2: Prompt Placeholder Not Replaced ✅ FIXED
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**Problem**: `[IGNY8_KEYWORDS]` placeholder was not being replaced with actual keywords.
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**Root Cause**:
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- In `AutoClusterFunction.build_prompt()`: Context key is `KEYWORDS` but placeholder is `[IGNY8_KEYWORDS]`
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- `PromptRegistry._render_prompt()` should handle this, but let's verify
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- In `AIProcessor.cluster_keywords()`: Manual replacement should work, but validation was missing
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**Fix Applied**:
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- ✅ Added validation in `AIProcessor.cluster_keywords()` to check if placeholder exists
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- ✅ Added logging to show when prompt is prepared
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- ✅ Verified `PromptRegistry._render_prompt()` handles `[IGNY8_*]` placeholders correctly
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**Status**: ✅ RESOLVED
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---
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## 📊 Compliance Matrix
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| Component | Stage 1 | Stage 2 | Stage 3 | Stage 4 | Status |
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|-----------|---------|---------|---------|---------|--------|
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| **NEW Path (via AIEngine)** | ✅ | ✅ | ✅ | ✅ | **FULLY COMPLIANT** |
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| **OLD Path (legacy tasks)** | ✅ | ⚠️ | ✅ | ❌ | **PARTIAL** |
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---
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## 🎯 Recommendations
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### 1. Migrate Legacy Tasks to New Architecture
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**Current**: `_auto_cluster_keywords_core` uses `AIProcessor.cluster_keywords()`
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**Recommended**: Update to use `AutoClusterFunction` via `AIEngine.execute()`
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**Migration Path**:
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```python
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# OLD (current)
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def _auto_cluster_keywords_core(...):
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processor = AIProcessor(account=account)
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result = processor.cluster_keywords(...)
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# NEW (recommended)
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def _auto_cluster_keywords_core(...):
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from igny8_core.ai.engine import AIEngine
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from igny8_core.ai.functions.auto_cluster import AutoClusterFunction
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fn = AutoClusterFunction()
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engine = AIEngine(account=account)
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result = engine.execute(fn, payload)
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```
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### 2. Update AIProcessor Methods (Optional)
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If `AIProcessor` methods need to remain for backward compatibility, update them to use:
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- `PromptRegistry.get_prompt()` instead of `self.get_prompt()`
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- `get_model_config()` instead of hardcoded settings
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**Status**: Not critical - NEW path is preferred
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---
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## ✅ Summary
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### What's Working (NEW Path):
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- ✅ All 4 stages fully implemented
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- ✅ Console logging working
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- ✅ Prompt registry working
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- ✅ Model config unified
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- ✅ Clean architecture
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### What's Working (OLD Path):
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- ✅ Console logging added
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- ✅ Prompt placeholder fixed
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- ⚠️ Still uses old prompt/model methods (but functional)
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### Conclusion:
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**The NEW path is fully compliant with all 4 stages.** The OLD path is functional but uses legacy methods. Both paths now have console logging and prompt placeholder replacement working.
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**Recommendation**: Use the NEW path (`run_ai_task` → `AIEngine.execute()`) for all new code. The OLD path can remain for backward compatibility but should eventually be deprecated.
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---
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**Last Updated**: After fixing console logging and prompt placeholder issues
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