SSM-AI – Appendix L — Governance Quick Reference (L10–L12)

Weekly red-team probes, governance cadence, and final acceptance checklist.

L10) Red-team probes (quick + automated)

  1. Order trick — shuffle items 10× ⇒ identical RSI and bands
  2. Shard trick — split into shards, merge (U,W) ⇒ equals single pass
  3. Gate spike — set Fₜ := 1 ⇒ gₜ drops but m never changes
  4. PII sentinel — attempt raw text in lens ⇒ schema rejects
  5. Division near zero — stress ratio-lenses ⇒ classical fallback + stamp

These keep the system honest, bounded, parity-clean.

L11) Governance review cadence

  • Weekly:
    Band distribution drift, gate time-series, privacy audit on random slices
  • Monthly:
    Manifest delta review (what changed & why), knobs_hash roll-forward
  • Quarterly:
    Lens recalibration via Appendix I, before/after stamps compared

Governance becomes a small routine, not a crisis event.

L12) Acceptance checklist (must pass to deploy)

  • Parity. phi((m,a)) = m on all paths
  • Determinism. Replay stamped logs ⇒ bit-equivalent bands & stamps
  • Boundedness. All a, RSI, RSI_env ∈ (-1,+1)
  • Order/shard invariance. batch == stream == shuffled
  • Privacy. No PII; retention honored; structured logs only
  • Fail-safe. On any governance breach ⇒ classical fallback with stamp

Minimal gates → maximum transparency.

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