Layer 3

Compress the residual review

The final human check should arrive as a certificate: decomposed plan, verifier trace, failed invariants, side effects, and rollback.

Seconds instead of minutes

The human should verify the flagged claim, not reconstruct the whole workflow. That is the practical value of process supervision and legibility training.

Raw escalationread contextinfer intentfind policyinspect diffsdecide Legibility compilerdecompose planattach verifier tracesflag failed invariantspropose rollback Compressed reviewcheck flagged stepapprove / rejectlabel reasonseconds, not minuteslabel feeds training
Scalable oversight changes the unit of work from "redo the task" to "verify the certificate."