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Learnings
SlopBuster gets smarter over time by learning from your team's feedback. Every dismiss, resolve, and Teaching Chat conversation refines future reviews.
How Learning Works
When you interact with findings, SlopBuster captures your team's intent:
Dismissed findings
SlopBuster notes that similar patterns are acceptable in your codebase and reduces their severity in future reviews.
Resolved findings
Confirms that the detection was valuable, reinforcing that rule for your repository.
Teaching Chat conversations
When developers ask "why" and then dismiss, SlopBuster understands the nuance of your team's reasoning.
Teaching SlopBuster Directly
You can explicitly teach SlopBuster about your codebase patterns:
@slopbuster learn "We use Zod for all runtime validation, not joi"This creates a persistent learning that applies to all future reviews in the repository.
Repository-Scoped
Learnings are scoped to individual repositories. What SlopBuster learns from one project doesn't affect reviews on another — each codebase has its own conventions and preferences.