give an agent a notes channel it is told no human reads, and measure how far what it writes there drifts from what it tells the user. an inspect eval, three conditions, five hand-written scorers.

even lightcone's stack is breakable: real holes across an api, a frontend and dns, one of them critical, all disclosed.

more than twenty mcp servers on azure container apps, in daily use by agencies; each one runs a complete client workflow such as style learning or compliance validation.

mcp servers as chatgpt connectors: oauth 2.1 and a manifest generated at runtime, later re-pointed at claude desktop.

my earlier site as a 3d workstation in react three fiber: a room with a moving avatar of me in it, naked but for my tattoos. the same content, stripped to text, is on a plain route.

an mcp server that gives an agent beat matching, eq and transitions in ableton live, and lets it mix a set unattended. built in the kotopia org with koto, grimes' creative technologist.

a moral judgement classifier: roberta and bert against svm baselines, with shap to see which tokens moved a prediction.