Every loop follows this safety envelope:
Algorithm index
Every algorithm below builds on the shared loop building blocks — datum construction, advantage helpers, and thebuild_loss contract.
Cookbooks
Algorithm cookbooks
Implement training algorithms as loops over Whitney HTTP primitives.
Start with SFT, GRPO, or
evaluation. Use More algorithms
when you need an RL variant, or Distillation for a
teacher-conditioned objective.
On error or interruption:
Implement algorithms as caller-owned loops over Whitney primitives. There is no
managed recipe submit endpoint and no Whitney SDK requirement for v1.