After dealing with this a few times, the main takeaway for us was:
This isn’t a review problem—it’s a build-time problem.
Manual checks miss it, and once it’s in a PR it’s already too late.
The only thing that’s held up consistently is:
CI gating
fail on high-risk patterns
explicit override if someone really needs to push
Curious if others have found anything more robust at scale.
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AI is moving from generating responses to taking real actions, including payments.
But when something goes wrong, most systems can’t answer:
CertifiedData.io what happened, why it happened, or who authorized it.
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After dealing with this a few times, the main takeaway for us was:
This isn’t a review problem—it’s a build-time problem.
Manual checks miss it, and once it’s in a PR it’s already too late.
The only thing that’s held up consistently is:
CI gating
fail on high-risk patterns
explicit override if someone really needs to push
Curious if others have found anything more robust at scale.