Build nested typed evidence rows directly while retaining every original field and validation. Complete serialized bytes match the prior writer on recorded d8 evidence and regression fixtures.
Fresh-head combined qualification: 459 tests passed. Cloud performance measurements do not claim device loop-rate recovery or a successful learning trial.
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