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SkillOpt is a text-space optimizer that trains reusable natural-language skills for frozen LLM agents through trajectory-driven edits, validation-gated updates, and deployable best_skill.md artifacts.

OPAL: a reactive optimizer. A coding agent rewrites the optimizer while your model trains.

🤗 ml-intern: an open-source ML engineer that reads papers, trains models, and ships ML models

Fine-tune LLMs from one YAML. Layer streaming trains an 8B model on a 4 GB laptop GPU.