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Review agent output like a junior engineer's PR, not an oracle
Chris Harper
1 min read
Jun 6, 2026
AI
Developer Tools
Security
LLM
A widely-shared practical roadmap argues the default 2026 loop is hybrid: plan in your IDE, let the agent execute in a sandbox, then gate everything behind CI + human PR review. The mental model that matters is treating results as a junior's pull request — inspect diffs, run the tests, check edge cases and security — rather than accepting them as authoritative. Teams with solid CI/CD and test automation foundations are the ones turning agent velocity into actual shipped throughput.
Sources: CodePick