MemoryLedger: tamper-evident audit of what your agents remembered and decided
The problem
EU AI Act Article 12 requires automatic, tamper-evident logging of high-risk AI decisions, retained at least six months, with penalties up to €15M or 3% of global turnover. Most deployments produce zero compliant records. Worse, existing agent-governance tools log actions — not the memory state the decision rested on — so when an agent hallucinates from poisoned or stale memory, the audit trail cannot explain why.
The idea
Why now
Hy Memory 2.0 (Tencent, Oct 16) made versioned, cross-tool agent memory production-grade; decision models (d1-ultra, StartLux v1.1) made cheap calibrated judgments available; and the EU AI Act's high-risk obligations took effect on 2 August 2026 — the compliance deadline is now, while DeepInspect reports most deployments produce zero compliant records.
What it combines
Versioned agent memory (entry tencent-hy-memory-2-0-production-grade-dual-system-cognitive-memory-engine) crossed with typed decision judgments (entry jev-1-14-0-typesafe-s-judgment-layer-update): memory snapshots plus typed verdict records produce a replayable, auditable history of the agent's beliefs — not just its actions.
MVP
Weekend MVP: a wrapper around a Mem0-compatible memory client that (1) snapshots memory before/after each agent decision, (2) appends the decision plus a memory hash to an append-only signed log, (3) generates a one-page Article-12 audit summary for a demo incident. Deliberately skip: cross-tool integrations, replay UI, retention policies, SIEM export.
How it makes money
The moat
Drata and Vanta are architected around policy-and-inventory governance (agent discovery, config evidence, human attestation). Memory-state capture requires instrumentation at the agent memory layer — a different architecture they'd have to build from scratch — and selling 'your action logs aren't enough for incident forensics' would undercut their own evidence story. Data moat: the corpus of memory-diff crossed with incident pairs across deployments, which action-log vendors never collect.
Distribution
Sell to CISOs and Heads of GRC at banks, insurers, and healthcare companies deploying agents; wedge on EU AI Act compliance deadlines; partner with compliance platforms (Drata, Vanta) as the agent-memory evidence source they don't have.
Why it wins
Drata's AI Agent Governance (June 2026) inventories agents and logs actions in tamper-evident records; Vanta and Drata sell config-state evidence. None capture memory state — the layer where hallucinations and prompt-injection persistence actually live. This audits the agent's beliefs, which is a different evidence dimension from action logs.
Risks
Buyers may accept action-level logs (Drata) as 'good enough' — de-risk by piloting with one compliance team and asking their auditor directly whether memory-state evidence closes a gap in their Article 12 pack. Second risk: snapshot overhead; de-risk with hash-only snapshots plus on-demand full capture.
Build it with
- Tencent Hy Memory 2.0 — production-grade dual-system cognitive memory engineVersion-evolution memory model provides the snapshottable memory state the audit trail chains.
- Jev 1.14.0 — TypeSafe's judgment layer updateTyped verdicts recorded alongside each logged decision give auditors machine-checkable outcomes.
- StartLux-Decision-v1.1-27B-Instant: Shanghai decision model tops Hugging Face Decision IndexOpen-weight decision model for an on-device, self-hosted verdict layer inside regulated environments.
Repo to start from
memory-ledger — tamper-evident audit trails for agent memory: snapshot what the agent knew at every decision, replay any incident.
Evidence
- EU AI Act Article 12: What the Logging Mandate Requires from Your AI Architecture
- Drata brings visibility, control and auditability to enterprise AI agents
- Drata vs Vanta: Comparison + Better Alternative (pricing)
- EU AI Act Article 12: What AI Agent Logging Actually Means (With Code Examples)
- Tencent-Hunyuan/Hy-Memory (GitHub)
Get the week's best AI launches, plus 3 ideas worth building
One email every Saturday. Ranked by traction, not hype. Free.