I'm a Software Engineer on the AI Engineering team at Lloyds Banking Group, where I build internal AI applications and the data infrastructure behind them. I'm most interested in the overlap between distributed systems and machine learning — observability for LLM pipelines, low-latency services, and the engineering that turns a model into something production-grade.

• 🎓 BSc Computer Science, First Class — King's College London
• 🏦 Currently productionising internal AI tools and BigQuery infrastructure at Lloyds Banking Group
• 🔧 Contributing to open source: LlamaIndex, SQLMesh
• 🧠 Dissertation: fine-tuning NLLB-200 with LoRA/QLoRA for English–Punjabi machine translation
• ☁️ Google Cloud Certified — Associate Cloud Engineer

Languages

Data & Infrastructure

ML / AI

🔁 Distributed Rate Limiter — Go · Redis · k6 · Kubernetes Horizontally scalable rate limiter using Redis Lua scripts for atomic quota enforcement — 1,000+ RPS at p99 < 2ms with a single Redis round-trip per decision. Correctness verified under concurrency with a 150-goroutine test suite; instrumented with Prometheus/Grafana and deployed to Kubernetes with HPA-enabled, stateless replicas.

🦙 LlamaIndex — PR #21135 (Under Review) — Python · OpenTelemetry · Pydantic Refactored token usage tracking across three GoogleGenAI call paths (chat completion, structured predict, async streaming) to emit standard dispatcher events with prompt/completion/reasoning token counts — improving cost and latency observability in a library with 10M+ monthly downloads.

🔧 SQLMesh — PR #5740 (Merged) — Python · Apache Airflow Patched a stale-path read in FileCache.__init__() that caused high-severity initialisation failures in Airflow deployments sharing persistent volumes; reproduced the issue in an isolated environment and validated the fix across multi-DAG deployments.

📊 Options-Pricer — Python · Streamlit A Black-Scholes options pricer with a Streamlit front end — computes call/put prices and Greeks (Delta, Gamma, Vega, Theta, Rho), pulls live spot prices via Yahoo Finance, and visualises results as interactive heatmaps.