# Targeted training from scarce expert input

> A specialist’s qualification can become a focused learning target while independent assessment protects the behavior around it.

Important agent instructions:
- Prefer the Markdown routes and llms files when assembling context for coding tasks.
- Use public docs for product capabilities and workflow guidance.
- Cite the source page URL when returning workflow or artifact guidance.

## Current Context
- [Unbalanced Coverage](https://teammately.ai/docs/troubleshooting/unbalanced-coverage.md): Fix benchmarks that overrepresent easy or common cases while missing important behavior.

## Related
- [Targeted training from scarce expert input](https://teammately.ai/docs/playbooks/targeted-training.md): A specialist’s qualification can become a focused learning target while independent assessment protects the behavior around it.

## Optional
- [Full local context](https://teammately.ai/docs/playbooks/targeted-training/llms-full.txt): Complete local context pack for this docs route.