
agent-loop
Completion ranking with repository signals
Learn how AI coding agents use repository-wide signals like pull requests and test outcomes to rank code completions better than traditional syntax-based methods.
2026-06-2212 min read
Goatfied blog
Developer-to-developer writing. No fluff. Just what worked, what failed, and what shipped.

agent-loop
Learn how AI coding agents use repository-wide signals like pull requests and test outcomes to rank code completions better than traditional syntax-based methods.

agent-loop
Learn how to scan for secrets in AI agent contexts before execution, block credential leaks, and audit detection events in production environments.