Learning / the compounding advantage
A result is only an asset after it survives verification.
The learning layer records evidence, failures, human corrections, and workflow maturity without turning assumptions into facts.
The learning loop
Evidence becomes cheaper context.
A worker does not get to call its own output “verified.” The loop keeps the boundary visible.
Selected: Worker
Start with the smallest capable owner, not a fan-out.
First task
The first request may need research, a specialist, or a fresh execution. The control layer records what happened instead of pretending the work was free.
Equivalent task
The next request can retrieve a verified artifact, compute a delta, and route only the changed work.
No fabricated token savings
Relative diagrams are architectural claims. Numeric savings require a measured benchmark and a documented method.