cyberneticlibrary

Extract and gate training recipes

finish-l4-from-scratch-recipeworkflowsetup L42
OriPekelman/toy
What it does

Extract training recipe behind deterministic loss-curve gate

Best for

Validating refactors against frozen reference behavior (loss curves, outputs).

Inputs
  • · methods: array
Requires
  • · bash/CLI
  • · CUDA/FFI
Preconditions
  • · Baseline/reference available
  • · Git repo available
  • · Test fixtures/seeding available
Failure modes
  • · Verification step catches regression, halts pipeline
  • · Non-deterministic output fails bit-identity gate
Trust signals
  • · Independent verification phase before acceptance
  • · Determinism/reproducibility gates
  • · Reproducible test fixtures as reference
  • · Frozen reference for regression detection