AI / Product / Sydney

I build AI systems that take
safety as seriously as capability.

I work across product, research, and engineering: multi-agent systems, goal-driven agent loops, local AI operating systems, memory that knows where it came from. Some of that work ships inside a global hardware company, and some of it started as a problem I had myself and could not find a decent tool for.

Before any of that there were two startup exits in video games, one out of Shanghai and another while in Berlin, and a long stretch of living and working across twelve countries on four continents that eventually landed me in Sydney.

Featured work

Six projects
  1. VAI Santé

    A privacy-first personal AI for managing fragmented medical information: local-first, provenance-aware, built during cancer treatment.

    researchactive
    Python · Mermaid · evaluation harness
  2. DAM Butler MCP

    Breville's first MCP-based internal tool: a custom GPT connected to 235K+ brand assets via Brandfolder API so GTM teams across APAC, NA, and EMEA can retrieve assets by natural language query. In daily production use.

    productionenterprise
    MCP · Vercel · Brandfolder API · ChatGPT Enterprise
  3. Vivid Alpaca

    Paper-first multi-agent AI trading lab with execution guardrails between agent recommendations and broker order submission.

    activesafety
    Python · Dash · Alpaca API · multi-agent
  4. Espresso Horoscope MCP

    Local-first MCP project that turns espresso shot metrics into a personalised cosmic reading, generated offline with GPT-OSS through LM Studio.

    shippedhackathon ★ 3
    Python · Next.js 15 · LM Studio · MCP
  5. Sourdough Intelligence

    ML-powered sourdough framework. 207-recipe regression and IBM Watson sentiment analysis, started in 2018, before LLMs.

    live
    R · IBM Watson NLP · regression
  6. Almost

    Upload a LinkedIn PDF. Almost finds 3–5 real fork points in your career. You pick one. It renders the alternate you in one of four formats.

    shippedproduct
    Next.js 14 · Anthropic API · Fraunces

Current tech stack

AI tools
Daily Drivers
Perplexity
Claude Code
Codex
Kimi Code
Constant Buddies
KW Kimi Work
Claude Cowork
HM Hermes Agent
N3 Nemotron 3 Super
OpenRouter
ChatGPT
Cursor
Specialists
LM LM Studio
Ollama
HuggingFace
LangChain
QW Qwen Studio
Vercel
NL NotebookLM
Experimenting
Claude Design
Gemini
DeepSeek
Veo Google Veo
ON Open Notebook
ElevenLabs
daily drivers: every day constant buddies: weekly regulars specialists: task-specific experimenting: rarely, still forming an opinion