W&B SKILLS
Turn your favorite coding agents into experts at training models and building agents
W&B Skills turn general-purpose coding agents into AI researchers and agent builders that can work around the clock to help you ship reliable agents faster. Make your coding agent instantly fluent in W&B’s best-in-class AI development tools for experiment tracking, model management, tracing, evaluations, monitoring, and guardrails so you can accelerate iteration.
# Local (current project):
npx skills add wandb/skills --skill '*' --yes
# Global (all projects):
npx skills add wandb/skills --skill '*' --yes --global
# To link skills to a specific agent (e.g. Claude Code):
npx skills add wandb/skills --agent claude-code --skill '*' --yes --global
What can coding agents do with W&B Skills?
W&B Skills teach coding agents how to use tools effectively to manage the model and agent development lifecycle.
For model training
- Log metrics and rich media during model training and fine-tuning
- Track model training experiments
- Analyze runs and experiment results (loss/accuracy curves, scores)
- Tune hyperparameters
For agent building
- Trace agent rollouts
- Analyze traces and find failure modes
- Evaluate agents with labeled datasets
- Run online evaluations for production monitoring
Benefits of using W&B Skills
Faster dev cycles
With manual workflows, it can take weeks to iterate and evaluate agent variants. Let your agent run experiments around the clock and reach production-grade reliability weeks sooner.
Team productivity
Coding, debugging, and evaluating models and agents involves repetitive, low-leverage work that drags down team productivity. Confidently let your coding agents do the heavy lifting, while you supervise them and become a force multiplier.
Instant expertise
Logging and analyzing experiements are hard skills and the learning curve is steep for new users. Become an expert at training models and building agents faster using coding agents instead of grinding through tech docs and quickstart notebooks.
Ship higher quality agents
Agent development requires specialized skills that are not readily available, so teams often settle for lower-quality outcomes. W&B Skills bundle advanced instrumentation and analytics for model training and agent development, so your coding agent can build reliable agents.