Projects

A mix of book reviews, ML/AI demos, and infrastructure tinkering — usually with code on GitHub.

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  Hackathon Case study

  Buildathon Southern Africa 2026 - Sentinel Health

  A spec-driven 60-minute solo prototype built at Google's Build with AI Buildathon Southern Africa 2026, moving from a posed rural-health problem to a PRD, backend, frontend, and visible Google Cloud MVP.

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  Software Project Case study

  MkDocs RAG Documentation Assistant

  AI-powered documentation assistant using RAG pipeline with Google Gemini. Chat with your docs and get cited answers.

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  Hackathon Case study

  Agentic Coupon Abuse Detection

  A short MVP for coupon-abuse detection using Google ADK, Gemini, explicit fraud rules, a Streamlit review UI, metrics, and a feedback loop.

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  Book Review Case study

  Designing Data-Intensive Applications, Honestly Reviewed

  A working review of Kleppmann's classic: the ideas I actually use in pipelines and ML systems, the parts that have aged, and how to read it without stalling.

• 
  Hackathon Case study

  SIM-Swap Fraud Risk Engine

  A short MVP for telco-aware transaction risk scoring, built around SIM-swap signals, device trust, payment monitoring, and security review workflows.