The Memory Custody Layer for Enterprise AI
TBN Protocol verifies the agent. Shango governs the write. Together: end-to-end compliance for EU AI Act Article 14. 10,000 evaluated. 3,775 uploaded to Salesforce — 170,813+ decisions in BlackVault. 550 blocked by governance. 186 rec/sec sustained. Independently validated.
Production Proof
10,000 evaluated. 3,775 uploaded — 170,813+ decisions in BlackVault. 550 blocked by governance. 186 rec/sec sustained. Every write intercepted, metadata-bearing, and hash-verified. Not application-layer logging.
Regulatory Ready
EU AI Act Article 14: COMPLIANT. Human oversight is REPLAYABLE with hash chains. December 2027 deadline: READY. 7 adversarial attacks: ALL PASSED.
TBN + Shango — Complete Stack
TBN Protocol verifies agent identity upstream (Layer 0). Shango validates every write downstream (Layers 1-8). Together: the only end-to-end governance stack for Salesforce AI.
Production Proof at Scale
Numbers from the Constitutional Memory Report — May 2026
3,775 uploaded to Salesforce of 10,000 evaluated — 170,813+ total decisions logged in BlackVault. 550 actively blocked by governance. Developer Edition 5MB limit capped uploads; in production, all 9,450 allowed records would upload. Every write intercepted and validated before production.
3,775 uploaded to Salesforce of 10,000 evaluated — 170,813+ total decisions logged in BlackVault. 550 actively blocked by governance. Developer Edition 5MB limit capped uploads; in production, all 9,450 allowed records would upload. Every write intercepted and validated before production.
Production throughput proven at 186 rec/sec sustained. 50.94s total time for 10,000 evaluated records. No degradation. No memory trail loss. Agentforce writes are now all governed.
Zero gaps. Zero tampering. SHA-256 hash chain. Every decision replayable and attributable. BlackVault v4: append-only + tombstone + rollback.
Constitution -> Contract -> Adaptation -> Implementation. First production implementation of arXiv:2603.04740. Governance precedes function.
Prompt injection, cross-agent poison, tombstone flood, hash collision, metadata forgery, gate bypass, ownership spoof. All defeated.
December 2027 deadline: READY. Human oversight is REPLAYABLE. Evidence, not logs. Oversight without interception is just post-hoc documentation.
Constitutional Memory Report: 250+ expert contributions. 15,000+ LinkedIn impressions. Telefonica, Capgemini, Atos, Accenture, NTT DATA.
Regulatory Compliance
EU AI Act Article 14 — December 2027 Deadline
Human oversight requirement met through replayable decision trails. Not post-hoc documentation.
Every AI decision can be replayed, audited, and verified with hash chains. Two-phase replay logger.
Infrastructure deployed. No gap. No rush. Production-ready today. The window is open.
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 in two Constitutional Memory Reports by Greg Malpass, CEO AI-Governance.
“Independent Salesforce write-governance proof (Shango MID): two-phase replay logger validated at 1,000-write scale; 100,000-write proof in progress — 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