lib · machine · Tangled

Parametric learning in your code harness.

12 files

at simplify-single-pool

cameron.stream · Harden correction hygiene and separate renderer tests. · 2mo ago

Keep one hosted sampler per project; rename /train smoke to /train run.

Harden correction hygiene and separate renderer tests.

Separate observations from training judgments.

reasoning-machine.ts

Harden correction hygiene and separate renderer tests.

fix: headless report mirroring, sft --epochs, and Inkling eval tokenizer

Rename /bad to /correction and retry misses with the teacher.

Teach corrections through reviewed reasoning traces.

thinking-renderer.ts

Teach corrections through reviewed reasoning traces.

tinker-catalog.ts

Simplify to a single trace pool and harden training and validation

Remove /train smoke; keep a rollback sampler after each run.

Teach corrections through reviewed reasoning traces.

Simplify to a single trace pool and harden training and validation