liner notes · 03
Projects
Seven of sixteen, from vision to production.
Argus Sports AI Coach
Biomechanics & performance analytics
- Real-time cricket coaching system combining pose estimation, multi-person tracking and XGBoost + LSTM risk scoring; synthetic-data pipeline cut labelling cost by over 70%.
- Semantic auto-labelling with Label Studio + Gemma (Ollama); privacy-preserving edge inference via ONNX export and TensorRT so raw video never leaves the device.
MediaPipe · YOLOv8-Pose · ByteTrack · XGBoost · LSTM · ONNX · TensorRT
EdgeShield
Privacy-preserving on-device inference framework
- Framework for deploying INT8 / FP16 quantised CV models on Raspberry Pi 4 and Jetson Nano with fully local inference; benchmarked ONNX Runtime vs TensorRT vs OpenVINO on latency, throughput and power.
- Added differential-privacy noise at the feature-extraction layer; packaged as a Python library with a FastAPI control plane for remote model updates.
ONNX Runtime · TensorRT · OpenVINO · Jetson Nano · Raspberry Pi · FastAPI
TRIAGE-X
AI healthcare triage & clinical decision support
- Multi-model triage ensemble (XGBoost + Transformer + LLM) with 0–100 risk scoring, SHAP explainability, under 2 s latency and 93% AUC-ROC. Finalist, SNS National Hackathon 2026.
- RAG report summarisation with hallucination detection (faithfulness 0.88); LSTM + Transformer fusion for vital-sign forecasting with 2–4 hour early warning; PostgreSQL + pgvector retrieval.
XGBoost · Transformer · SHAP · RAG · PostgreSQL · pgvector
RETINA-Q
Hybrid quantum-classical retinal disease diagnosis
- PennyLane 8-qubit circuits + EfficientNet-B0 (PyTorch) for OCT / fundus classification; U-Net macular segmentation (BCE + Dice + Tversky loss); Grad-CAM explainability; MLflow model registry.
PennyLane · PyTorch · EfficientNet-B0 · U-Net · Grad-CAM · MLflow
Tesserin
Agentic knowledge studio
- Multi-agent system (summariser, linker, critic, retriever with scoped tool access) turning notes into a queryable knowledge graph; hybrid ChromaDB + Pinecone + PostgreSQL retrieval routed by LangChain and OpenAI function calling.
LangChain · OpenAI function calling · ChromaDB · Pinecone · PostgreSQL
SPECTER
Security framework for LLM coding agents · npm: specter-kit
- Open-source, zero-dependency framework that installs 18 security skills and 22 enforceable guardrails into LLM coding agents across 8 platforms (Copilot, Cursor, Windsurf, Cline). Covers threat modelling, OWASP Top 10 and incident response.
TypeScript · Node.js · npm
npm i specter-kit ↗VeriSpec
AI material test certificate verification
- Document-AI pipeline (pdfplumber + EasyOCR + NER, unit normalisation, rule engine, audit log) that verifies material test certificates (MTCs), built for CIRCOR International as part of an industry hackathon.
pdfplumber · EasyOCR · NER · Rule engine · PostgreSQL