zeekayandHanzo Dev b99d35dbed planes: the statistical plane is shadow until somebody arms it
api.Deployment carried `Shadow bool`, whose zero value is false — so an
assembly that said nothing about the behavioural model got one contributing to
verdicts. cmd/amld set it correctly, which is exactly why nothing would have
caught it: the default only bites whoever writes the next Deployment.

Stated from the LIVE side, the zero value is shadow. Detection has to be
testable before it is activated — a new deployment scores, learns and publishes
at GET /v1/aml/anomaly what it WOULD have alerted on, and contributes nothing
until somebody has read that. A default that arms a statistical control for
anyone who did not think about it is the one direction a default must not fail
in.

Found in my own work in this cycle, not reported by the review.

Co-authored-by: Hanzo Dev <[email protected]>
2026-08-02 11:45:32 -07:00
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