The Write-Governance Layer for Enterprise AI
1,000 writes governed at the boundary. Zero memory trail loss. Independently validated in the Constitutional Memory Report.
Production Proof
1,000 governance decisions, each with an independently verifiable receipt (400 allowed / 600 blocked). Every write intercepted and validated before it lands. Governance as enforcement, not performance.
Mapped to EU AI Act Article 14
Designed and mapped to the Article 14 human-oversight requirement — not a legal compliance certification. Human oversight is REPLAYABLE. Oversight without interception is just post-hoc documentation.
Infrastructure, Not Documentation
Memory custody at the write boundary — not application-layer logging. TBN Protocol for trust identity. ShangoVault for sovereign governance.
Production Proof at Scale
Numbers from the Constitutional Memory Report — May 2026
225,574 entries in the ShangoVault audit trail — 182,040 cryptographically attested via TBN. (43,534 are labelled local simulation; production attestation starts fresh.)
225,574 entries in the ShangoVault audit trail — 182,040 cryptographically attested via TBN. (43,534 are labelled local simulation; production attestation starts fresh.)
Live TBN production attestation active. Every receipt is independently verifiable at tbn.hardinai.co.uk/api/v1/verify/{receipt_id}. Joint 1,000-write run with TBN completed 2026-06-04, plus a 500-decision run attesting the full authorisation context — see /transparency.
SHA-256 hash-chain linkage verified across the chained subset — 0 linkage breaks; full content-recompute in progress. Two-phase replay logger: every governed write is replayable and attributable.
TBN attestation → rate limit → field checks → injection scan → compliance → cost → constitutional reasoning → audit. Custody at the middleware write boundary, not application-layer logging.
Designed and mapped to EU AI Act Article 14 (human oversight). Decision trails are replayable, not post-hoc documentation.
Shango's 1,000-write Salesforce proof was independently cited by Greg Malpass in the Constitutional Memory Report (May 2026).
EU AI Act Article 14 — Designed for Replayable Oversight
Mapped to the human-oversight requirement — not a legal compliance certification
Designed and mapped to the Article 14 human-oversight requirement through replayable decision trails — not a legal compliance certification.
Every AI decision can be replayed, audited, and verified with hash chains. Two-phase replay logger.
Core enforcement and audit layers built and running. Engine hardening (authz, tenant isolation) in progress.
Logging = observability. Evidence = accountability. We produce the latter. Governance as enforcement, not performance.
Not application-layer logging. Custody at the write boundary itself. Interception, not documentation.
Independently cited by Greg Malpass in the Constitutional Memory Report (May 2026).
“Independent Salesforce write-governance proof (Shango MID): two-phase replay logger validated at 1,000-write scale — independently confirming the ungoverned memory substrate in production enterprise environments.”
Constitutional Governance: When AI Becomes the Operating Model, May 2026
“1,000 AI-driven writes, zero memory trail — until we added the two-phase replay layer. Now every write is replayable, attributable, and governable. Agentforce is already making 10,000+ autonomous writes per session with zero memory governance. The EU AI Act requires human oversight (Article 14), but oversight without interception is just post-hoc documentation.”
Constitutional Memory Report, May 2026