Projects · writing · sound
I make tools for remembering, practicing, and making sound.
Selected work
Plain Markdown + SQLite + a zero-dependency MCP server. No cloud account or API key.
19 practical DDJ-FLX4 lessons: from first setup and beatmatching to preparing to play out.
A Feedback Delay Network reverb with 21 modes and downloadable VST3 releases for Windows and macOS.
More public work
A smaller set of work about verification, testing, and keeping agents useful under real constraints.
04
Evaluation & routing · Python
An OpenAI-compatible gateway that spends a bounded budget to generate, verify, repair, and select one response—with an inspectable trace.
Receipt: 342-case locked holdout · +4.97 points · 2.93× cost · scoped result, not a universal claim
05
Quality & testing · Claude Code skill
A pipeline that turns a PRD into a classical test backbone, AI rubrics, executed checks, and a clear ship / hold decision.
Classical boundary coverage first; AI and OWASP probes only where they apply.
06
Reference · field manual
Practical public guidance for building and operating AI agents, with clear receipts for what has been run, measured, or is still pending.
Build smaller · verify everything · keep the evidence visible
Writing
Longer technical essays on Medium; looser notes only when they are ready to leave the notebook.
Essays / Medium
Why capable teams can spend heavily on enterprise AI platforms without delivering visible business value.
Dispatches / Substack
Short updates, unfinished thoughts, and things worth passing on before they turn into an essay.
A simple preference
Specific work beats a long list of claims. If something here is interesting, the link should let you see how it works.