igny8/AI_SYSTEM_AUDIT.md

AI System Audit Report

Current State

Active AI System (New Architecture)

Location: backend/igny8_core/ai/

Core Components:

• ai_core.py - Central AI request handler (run_ai_request method)
• engine.py - Orchestrator for all AI functions
• settings.py - Model configuration loader
• prompts.py - Prompt templates
• base.py - Base class for AI functions
• tasks.py - Celery tasks
• models.py - AITaskLog for logging
• tracker.py - Progress/step tracking
• registry.py - Function registry
• constants.py - Shared constants (MODEL_RATES, etc.)

AI Functions:

• functions/auto_cluster.py - Keyword clustering
• functions/generate_ideas.py - Content idea generation
• functions/generate_content.py - Article content generation
• functions/generate_images.py - Image generation
• functions/generate_image_prompts.py - Image prompt generation
• functions/optimize_content.py - Content optimization

Usage: All new code uses AIEngine + function classes

Legacy AI System (Old Architecture)

Location: backend/igny8_core/utils/ai_processor.py

Purpose: Original AI interface from reference plugin migration Size: 1390 lines Status: PARTIALLY USED - Only for:

• MODEL_RATES constant (imported by settings.py and integration_views.py)
• Integration test views

NOT USED FOR: Actual AI function execution (replaced by AIEngine)

max_tokens Fallback Analysis

Current Fallbacks Found:

1. settings.py:103 - config.get('max_tokens', 16384)

   • Falls back to 16384 if not in IntegrationSettings

2. ai_core.py:116 - max_tokens: int = 8192

   • Default parameter in run_ai_request()

3. ai_core.py:856 - max_tokens: int = 4000 [LEGACY]

   • Legacy call_openai() method

4. ai_processor.py:111 - max_tokens: int = 4000 [LEGACY]

   • Legacy _call_openai() method

5. ai_processor.py:437 - max_tokens: int = 4000 [LEGACY]

   • Legacy generate_content() method

6. ai_processor.py:531 - Hardcoded max_tokens=1000

7. ai_processor.py:1133 - Hardcoded max_tokens=3000

8. ai_processor.py:1340 - Hardcoded max_tokens=4000

Recommended Actions

1. Standardize max_tokens to 8192

• Remove fallback in settings.py (line 103): Change to just config['max_tokens'] and require it
• Keep ai_core.py:116 default at 8192 (main entry point)
• Update IntegrationSettings to have 8192 as required value

2. Mark Legacy Code

• Add deprecation warnings to ai_processor.py
• Document that it's only kept for MODEL_RATES constant
• Consider extracting MODEL_RATES to constants.py and removing ai_processor.py entirely

3. Remove Dead Code

• call_openai() legacy method in ai_core.py (if not used)