Capability 03

Membership/quota errors become recoverable orchestration events.

The lab classifies Pi 402 ... membership benefits ... responses as quota/entitlement failures, enabling MiniMax-M3 fallback instead of an opaque stop.

Kimi K3

Preferred reviewer

Quota classifier

402 membership benefits = quota

MiniMax-M3

Fallback reviewer

Synthesis gate

Pass/halt decision

Resilient runner

experiments/skills-workflows-hooks-lab/scripts/run-top-reviews-resilient.sh

Use this path when Kimi entitlement/quota errors are suspected but you still want the review workflow to finish.

Regression coverage

The test suite includes a membership-benefits classifier test so the fallback behavior does not regress silently.

npm test -- tests/top_review_lab.test.ts