Projects
Not a shelf of tools. Every project here starts from a question about what should be done, and how the answer holds when someone else picks it up and it has to scale. The technology underneath is replaceable — and usually gets replaced.
Three directions keep meeting: computation whose figures can be checked, media that ships on a rhythm, and measurement that decides what ships next. A daily forecast computed from ephemerides and a risk commentary computed from market data are the same machine with different inputs — a deterministic engine, a narrator that may not invent, a gate that verifies what it said, and a channel that expects you tomorrow.
- Applied AI Lab live A supervised-autonomy pipeline on AWS — the model drafts, a deterministic gate recomputes every figure it quoted, a human signs off, and only then does anything publish. → ai.codecot.com
- Astro on Tap live A scheduled analytics-to-media pipeline — a deterministic engine computes, a narrator only phrases, and the result ships daily as text, charts, speech and video in four languages. → astro.volonight.com
- Factory live AI-native control plane for personal projects. Specs in, PRs out — with an inspectable substrate of goals, specs, decisions, and accumulated context underneath. → factory.codecot.com
- Hiring Desk live An interview copilot whose privacy is architectural — candidate data physically cannot leave the operator's host, because no path exists by which it could.
- MyTube live Channel analytics and publishing control for YouTube — what the numbers actually say, and a plan for what ships next. → mytube.codecot.com
- Research Lab live A small experimental lab for questions the systems raise — predictions registered before the data, a null baseline for every metric, and nulls reported as intervals rather than as "no effect". → github.com/codecot/skills/tree/main/probes/mafia
- VoiceBridge live A multi-platform media system built around the voice — dictation and speech, many models behind one conversation, rooms with several interlocutors, accumulated material and cloned voices, all on owned hardware.
- WhiteRabbit Context Studio live The design of record the current practice grew out of — a workspace where source materials become derived artifacts, the plan and the progress are the same screen, and nothing runs until a human says go. → whiterabbit.codecot.com
- Volo Night live AI-native music label. Night-born songs — euro disco, modern italo, club emotions. → volonight.com