agentleFS
DoKu67DoKu67/claude-code-skils/skills/hparam-priors/SKILL.md

hparam-priors

Skill4 starsChanged 26 days agoNo licenceView on GitHub

Which hyperparameter to search first, what range to search it over, what it is coupled with, and what its failure looks like — per regime: supervised learning, SFT, preference methods (DPO/KTO/ORPO) and reward models, and policy RL (GRPO/PPO/RLOO/RLVR). Use when choosing the next axis to tune, when a starting value is needed for a knob nobody has set deliberately, when deciding whether two settings must move together, and when a result suggests a knob is at its edge. Reference only — it does not run the search.

The file

We split this skill into the rules it gives an agent

2 rules. About 0 are common, 2 are distinctive, and 0 are very specific to this project.

  • ≈0

    Common · estimate

    Many files like this have a rule of this kind.

  • ≈2

    Distinctive · estimate

    This author's own choices. Worth a look.

  • 0

    Very specific

    Tied to their project's names, files or tools. Probably skip.

No licence file, so all rights are reserved — read it at the source. We count its rules but don't quote them. Read them on GitHub.

≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.

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