Agent lifecycle · Explain
The agent turns validated evidence into an officer-readable explanation while keeping numbers, versions and caveats attached.
Stage responsibility
Evidence-backed explanation with citations, calculation trace and explicit limitations.
It does not convert an anomaly into a correction or an unresolved record into an accepted statistic.
Where this stage is demonstrated
The agent identifies the statistical inconsistency, assembles the record history and routes a clarification without inventing or overwriting the value.
The agent prepares a reproducible sector contribution analysis using compatible classifications and accepted reporting versions.
Stage controls
Primewayz industrial statistical intelligence
