Add aggressive final validation to ALWAYS prevent lazy 'keep' recommendations and handle data corruption

Add validation to prevent always 'keep' recommendations - override lazy OpenAI responses with intelligent analysis

Update OpenAI prompt to be global/worldwide instead of India-specific for international users

Improve OpenAI prompt to provide varied recommendations (increase/decrease/keep) based on spending trends and patterns

Add test.py and enhanced debug logging for recommendation generation

Fix recommendation generation when user has data but no recommendations found - Fixed MongoDB query structure for budget lookup - Added fallback logic to generate recommendations from budget data - Added debug logging

Add budget_amount parameter to recommendations/check endpoint to generate recommendations based on provided budget

Fix: Add missing List import in models.py

Fix route order: Move POST /recommendations/check before GET /recommendations/{user_id} to prevent 405 error

Add POST endpoint to check user category data and return recommendations

Handle category field as string name (not ObjectId) in budgets

Change response to show category name and category_id instead of budget_name

Improve category name lookup with better logging and fallback searches

Use category ID from budgets and lookup names from headCategories and categories collections

Add enhanced logging to track OpenAI API usage vs rule-based recommendations

Clean up code: Remove commented duplicate code, fix category filtering logic, improve exception handling

Resolve merge conflicts - keep latest improvements

Fix bugs and improve budget recommendation system: Add API logging, fix OpenAI integration, enhance budget query patterns, add category extraction from headCategories, improve error handling

Update app/smart_recommendation.py

Update app/smart_recommendation.py

Update app/main.py

Update app/main.py

Update app/smart_recommendation.py

Disable write endpoints; read-only analytics

Match budgets by createdBy ObjectId

Use budgets (createdBy) as primary source for recommendations

Fallback to budgets when no expenses

Merge branch 'main' of https://huggingface.co/spaces/LogicGoInfotechSpaces/SMART_BUDGET_RECOMMENDATION

Make OpenAI primary recommender with rule fallback

Update README.md

Delete QUICKSTART.md

Update README.md

Delete HUGGINGFACE_DEPLOYMENT.md

Use responses API for OpenAI

Switch to ChatCompletion for OpenAI

Fix OpenAI client init

Merge branch 'main' of https://huggingface.co/spaces/LogicGoInfotechSpaces/SMART_BUDGET_RECOMMENDATION

Integrate OpenAI recommendations

Update README.md

Update Docker port

solving error

Initial smart budget API