A radio reply is evidence. It isn't proof.

Fire Incident Copilot is an evidence-aware assistant for fire incident operators: every claim links to its sources, and unknowns stay visible. Finalist at AI Tinkerers Valencia, September 2026.

ai-agentshackathonfinalistincident-responsedecision-support

AI makes the demo. It doesn't make the brief.

Session Prep Assistant turns a rough or AI-generated demo into everything a remote session musician needs to nail the take — and won 1st place in the Musiversal challenge at the Music Hackspace Hackathon, Lisbon 2026.

ai-toolsmusic-techhackathonaudioproduct

Giving Claude full email access — without handing over my IMAP password

Why I built thunderbird-cli: a CLI + MCP server that lets AI agents read, search, and write email through Mozilla Thunderbird — tested on 22 accounts and 249k messages, with zero credentials ever leaving the client.

claudemcpemailthunderbirdai-agentsclaude-code