How to Use It Well
Use Caliber as a guardrail after every meaningful refactor: regenerate configs, review diffs, and keep only the minimal instructions that improve outcomes.
Adoption Checklist
- Start with one real task and keep the scope narrow
- Capture a baseline: time-to-first-success and output quality
- Version your config/skills so teammates stay in sync
Guardrails
Do not let auto-generated instructions become noise. If a section doesn't change behavior, delete it.
FAQ
Q: Does it send code to the cloud? A: The README says bootstrap is local; generation uses your own AI provider key. Treat any provider call like normal agent usage.
Q: What should I run first?
A: Start with bootstrap, then use /setup-caliber inside your agent workflow to generate configs.
Q: How do I measure ROI? A: Track config score improvements, number of path hallucinations eliminated, and how often rules stay in sync after merges.