An agentic system that detects, explains, and mitigates model drift in chest X-ray classification — keeping medical AI reliable after deployment.

• Agentic AI
• Medical Imaging
• PyTorch
• FastAPI
• Kafka
• Drift Detection

Human action classification and spatio-temporal localisation in video using VideoMAE, TimeSFormer, and a DETR-style detection head on HMDB51 and JHMDB.

• VideoMAE
• TimeSFormer
• DETR
• ViT
• PyTorch
• Computer Vision

An agent that answers business questions over a real multi-table warehouse by writing SQL, repairing its own errors from the database's feedback, and returning a chart plus the SQL it used — running entirely on a local, free model.

• Agentic AI
• Text-to-SQL
• LLM
• DuckDB
• dbt
• Streamlit

A RAG system for SEC 10-K filings where every number is cited to a source chunk, every derived number is recomputed and checked, and the system refuses rather than guesses when the corpus doesn't support an answer.

• RAG
• LLM Verification
• SEC EDGAR
• Local LLM
• FastAPI

Sentiment and sarcasm classification evaluated across English varieties, with class-imbalance-aware metrics that surface what accuracy alone hides.

• NLP
• Transformers
• Sarcasm Detection
• Dialect Robustness