
AI agent for failed builds
RelaxDev Advice
When a project build on RelaxDev fails, the agent receives the log and project facts and shows advice in the panel: what broke and how to fix it. It checks a base of solved cases first and calls the model only when nothing similar exists.

What is inside
- Digest of a huge log into 2–5 KB
- Searchable base of solved cases
- Cache: the same error is never paid twice
- Claude and other models with failover
- Confidence score, abstains instead of guessing
- Advice delivered to the panel by webhook
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