# W&B Autoresearch

> Bounded training research via W&B Launch

**Subcategory:** Weights & Biases  
**License:** Apache-2.0  
**Source:** https://github.com/wandb/skills/blob/main/skills/wandb-autoresearch/SKILL.md

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## When it is useful

Bounded training research via W&B Launch (queues, serial trials, resumable state).

## The Catch

Launch-only — must not substitute local wandb.init() for Launch compute. Vendor lock. Distinct from MLflow tracing.