Field notes

How one gaming PC became K0R3 — a cyberpunk game master with a face, a voice, a full cast, and one iron rule: the AI never touches the dice.

A telemetry page that painted on every machine except the one that mattered. The bug wasn't in the drawing code — it was one visibility guard and a paused animation clock.

Seven signed layers, content-addressed, Ed25519 all the way down. Why an AI's continuity should be an artifact you can hold, not a vendor's database row.

Headless SDRangel, a WebSocket spectrum bridge, and the copyToUDP audio path — how RX-RONIN turns an RTL-SDR dongle into a browser receiver.

Parallel researchers are easy. The value is the adversarial pass — a verification panel on a different model substrate, built to refute what the first swarm believed.