Building with AI at every layer

From team enablement to deployed infrastructure — each project demonstrates a different AI PM capability.

AI-Enabled Team Leadership Complete

EV Conversion Revival

Resurrected a stalled EV build by embedding AI into a 3-person workshop team

Claude Projects Claude Cowork
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EV Conversion Revival
AI Tool Orchestration & Autonomous Production Production

Image Asset Pipeline (Limner)

Autonomous multi-tool pipeline producing 500+ uniformly stylized assets with zero human intervention

MidJourney PixelLab Limner Agent Vectorization Tools
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Image Asset Pipeline (Limner)
AI Product Development — Education/Accessibility Beta (Singapore)

PHINEAS

AI teaching assistant using corpus linguistics to rewrite complex text at target reading levels — now in beta at an ESL academy in Singapore

OpenAI API Embeddings Fine-tuning COCA Corpus
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PHINEAS
RAG Architecture & Applied Methodology Innovation Deployed & Complete

The Permanent Record & AI Peer Review

Asked my AI coworkers to formally review my job performance — then built the evidence infrastructure to make the grades auditable

Cloudflare Vectorize Cloudflare D1 Cloudflare R2 Workers AI (bge-m3)
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The Permanent Record & AI Peer Review
Product Development — Multi-Agent Context Architecture Live, Testing

mTm-Ch

Personal AI infrastructure solving the hardest problem in LLM workflows: context that survives session boundaries

Claude API Claude Code Charter Documents Multi-Agent Context System
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mTm-Ch
AI Product Development / Developer Tools Build Complete

Summoning Chamber

AI agent builder disguised as a 1992 DOS RPG — full product from concept to shipped build

Svelte/SvelteKit Cloudflare Workers Multi-Provider AI (Anthropic) PixelLab
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Summoning Chamber