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Architect · Security
AI Safety Gating & Human-in-the-Loop
Designed autonomous agents to never act destructively — they open pull requests for human approval and only touch explicitly labeled work.
Context: agents that write code and provision servers are powerful and risky. Decision: agents never push to main or mutate prod without a gate — they open PRs, only process work labeled ai-agent, and every server mutation needs explicit confirmation. Trade-off: a human step in the loop for trust, auditability and zero runaway actions.
Claude Agent SDKGitHub PRsJira labels
What it does
- Agents open PRs on auto/fix-* branches — never commit to main.
- Scope gating — only work explicitly labeled for AI is touched.
- Read-only ops run freely; every mutation requires explicit y / n.
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