Auditable + deterministic

Every result carries an audit envelope (accumulators before/after) and is reproducible.

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Playing the feature-by-feature training walkthrough (a dedicated clip for this feature can drop in later).

Worked example (synthetic input → real engine output)

input
run_twicesame inputs
output
deterministicyes
has_before_afteryes