Autotune Combines LLMs and CMA-ES for Hyperparameter Optimization
Autotune is a CLI tool that uses LLM agents to analyze training scripts and automatically generate Optuna search spaces. It accelerates hyperparameter optimization by combining LLM proposals with the CMA-ES sampler through iterative refinement.
2026-07-26 ~ 2026-07-26 · 2 related posts
- Autotune uses an agent to propose Optuna search spaces for any training script — RobertTLange · 2026-07-26
- Autotune mixes CMA-ES and LLM proposals to warm-start hyperparameter search — RobertTLange · 2026-07-26