AEGIS Platform

An enterprise multi-agent system that behaves like an AI employee, not a chatbot.

Production-grade

• Multi-agent
• FastAPI
• pgvector
• Neo4j
• Kafka

OpenIncident

A production-grade MCP server suite that lets AI agents debug incidents without compromising security.

MIT licensed · 91 passing tests

• MCP
• OAuth2
• OpenTelemetry
• PostgreSQL
• Kubernetes

Drift-Aware Medical AI

Detects and explains distribution shift in a chest X-ray classifier — with no new labels required.

Research / MLOps pipeline — not a clinical tool

• PyTorch
• Drift detection
• FastAPI
• Kafka
• Calibration

CreditLens

A loan-decisioning platform that optimises expected profit per applicant, not AUC.

Production-grade reference implementation

• LightGBM
• CatBoost
• Feast
• MLflow
• Fairlearn

TRIAGE-FLOW

A self-hosted AI support-triage system built as production workflow engineering, not a demo.

Production-grade

• n8n
• TypeScript
• PostgreSQL
• Redis
• Grafana

CLAUSE-CRAFT

A fine-tuned 7B model that extracts 41 contract-clause categories into validated JSON — with a full cost/accuracy analysis.

Benchmarked on real hardware

• LoRA
• SFT
• DPO
• vLLM
• CUAD

AskWarehouse

A text-to-SQL agent that self-corrects, asks for clarification, and refuses to guess.

Evaluated on 109 gold questions

• Qwen2.5-Coder
• DuckDB
• dbt
• sqlglot
• Streamlit

FilingsIQ

Question answering over SEC 10-K filings that recomputes its own numbers and refuses to guess.

Evaluated on a 40-question benchmark

• Qwen2.5-3B
• BM25
• bge-small
• FastAPI
• EDGAR

Action Recognition with Vision Transformers

Video action classification and spatio-temporal localisation — with an honest negative result.

Advanced ML coursework — multi-seed results

• VideoMAE
• TimeSFormer
• DETR
• PyTorch
• HMDB51

Dialect-Robust Sentiment & Sarcasm Detection

Text classification that holds up across English varieties — where sarcasm inverts the label.

• Transformers
• NLP
• Sarcasm
• Robustness