
agent-loop
Completion ranking with repository signals
Use repository signals like call graphs and import patterns to rank code completions by validity, not just language model probability.
2026-06-2212 min read
Goatfied blog
Developer-to-developer writing. No fluff. Just what worked, what failed, and what shipped.

agent-loop
Use repository signals like call graphs and import patterns to rank code completions by validity, not just language model probability.

agent-loop
A production guide to integrating secret detection into LLM agent workflows before code execution, covering detection placement, performance tradeoffs, and agent-specific leak patterns.