A webhook is not a durable queue
What happens when a PR review worker is busy or crashes? A look at the gap between accepting a webhook and reliably completing the work it triggers.
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Structured agent outputs: reviewer, fixer, arbiter
How the PR reviewer validates agent outputs and reduces them into decisions, and why valid JSON is still a long way from verified correctness.
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Agentic workflows need boring guardrails
A practical approach to agent guardrails: narrow permissions, revision-specific reviews, validated outputs, visible failures, and explicit stopping conditions.