7+ years building production systems: multi-agent AI platforms in live client use, a patent application in preparation on privacy-preserving multi-agent communication, real-time data platforms at petabyte scale, and event-driven AWS microservices handling millions of concurrent requests. Currently at Optum UK (EMIS Health) — Kafka streaming, Trino federated SQL, and Airflow orchestration over petabyte-scale healthcare data. Previously 3 years at JBA Risk (world-leading flood-risk modelling).

• Custom Multi-Agent Orchestration SDK (private — details on request) — ~65k LOC Python/Pydantic, zero LangChain/CrewAI dependency: async event-driven runtime, RL adaptive orchestrator, MCTS planner, resilient provider layer (circuit breakers, fallback, hedging), in-loop guardrails with trust-tiered PII redaction
• Mantrix (Cloudmantra) — production agentic data-intelligence platform in live client use: Temporal-orchestrated workflows on AWS, NL→SQL analytics across PostgreSQL/BigQuery/Neo4j, hybrid vector + knowledge-graph retrieval
• Enterprise GraphRAG — Neo4j + Pinecone hybrid retrieval over millions of medical documents
• Patent application in preparation — privacy-preserving communication in distributed multi-agent LLM systems

• quotient — C++ limit-order-book engine and market-making simulator
• rust-orderbook-feed — live crypto order-book WebSocket client in Rust: Binance, Coinbase & Kraken depth feeds, correct book reconstruction from snapshot + incremental deltas, sequencing & checksum validation
• Statistical Arbitrage Trading Bot (private — ongoing) — cointegration-based pairs trading with Kalman-filter dynamic hedge ratios, HMM regime detection, Random Forest signal filtering; Kelly-criterion sizing, MAE-optimized stops; Interactive Brokers integration
• montecarlo_rust — Monte Carlo simulation experiments in Rust
• Quant methods: NumPy, Pandas, SciPy, Statsmodels • cointegration, mean reversion, Kalman filtering, regime detection • Kelly criterion, volatility scaling, drawdown controls

Languages: Python, Rust, C++, TypeScript/Node.js, Go
Quant: NumPy, Pandas, SciPy, Statsmodels • ib-insync • Matplotlib, Plotly
AI/ML & Agentic: LangChain, LangGraph, LlamaIndex, CrewAI, AutoGen, OpenAI Agents SDK • Claude, GPT, Llama (incl. fine-tuning) • NeMo Guardrails, Llama Guard
Data & Streaming: Kafka, PostgreSQL, Redis, MongoDB, Neo4j, Spark, Trino, Redshift, BigQuery • Pinecone, FAISS
Cloud & DevOps: AWS (certified) — Lambda, ECS/Fargate, EventBridge, CDK • GCP, Azure • Docker, Kubernetes, Terraform, GitHub Actions, GitLab CI/CD

• 🎤 AWS Meetup Speaker: "AWS EventBridge & Microservices", "Cyber Event Recovery"
• 🏥 Unusual origin story: former NHS Physiotherapist — pioneered VR neurorehabilitation for stroke patients, then retrained into software
• ☁️ AWS Cloud Practitioner | SAFe DevOps certified
• 🇬🇧 UK citizen — no sponsorship required

📍 Edinburgh, Scotland

Skydiving • Hiking • Mountain Biking • Basketball