Active local model-training research: scaffold uptake, reasoning formation, correction, and observable training process.

In development: continuity, state custody, boundary handling, false-route recovery, and model behaviour under pressure.

Ongoing fieldnotes on what models preserve, distort, suppress, overfit, route around, or reveal.

Strange outputs are not garbage. This lane treats them as evidence: traces of routing, pressure, uncertainty, correction, refusal, and repair.