Update 1 — From idea to executable evidence loop Why we deliberately built deterministic evidence mechanics before training a model.
Update 2 — Real field media broke our video sampler The 98-second walkthrough bug, why it mattered, how it was repaired and how the regression test protects it.
Update 3 — Evidence must belong to a job Why Trial 001 caused us to introduce JobEvidenceRecord/Session and reject unbound media.
Update 4 — What happens when the AI doesn't know? The failure matrix, UNKNOWN behavior, human escalation and why missing proof can't simply be fabricated later.
Update 5 — The work order proved the problem exists The real documentation requirements in the construction packet and why “proof before concealment” isn't an invented AI use case.
Update 6 — From mechanics to measured vision Where we are now: architecture largely stable; representative classifier/evaluation and AWS execution are the next gate.
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