Things I've built.

A self-hosted memory system that every AI assistant I use shares. Claude, ChatGPT, and my own agents all read and write the same brain. Mine.

A self-service portal that gets university researchers API access to frontier AI models, with hard budget caps and automatic chargeback billing. A vending machine for API keys, minus the surprise invoices.

The half of the job that doesn't fit in a repo: governance that makes real decisions, guidance people actually follow, and enough allies that adoption doesn't depend on one person.

An MCP server that lets campus AI agents query the OpenAlex scholarly database live, instead of guessing from documents somebody uploaded last semester.

Production knowledge agents for university teams, and the method that keeps them answering accurately instead of confidently.