Governance
Every belief, every change, every deletion — accountable.
Minds was built for the regulator. Knowledge Lineage tracks how every fact was derived. Learning Quarantine sandboxes new facts until verification. Auditable Forgetting produces cryptographic delete-receipts. Together, they make 'why does the agent believe this?' a defensible answer.
At a glance
What's here.
The shape of this page in six lines.
Knowledge Lineage
Every fact traced to its source — observed, inferred, imagined, reported, reconstructed.
Learning Quarantine
New facts sandboxed until verification gates pass. Adversarial input cannot poison.
Auditable Forgetting
GDPR delete-receipts cryptographically signed and hash-chained.
Belief-taint tracking
A claim's worst-case source determines its tier eligibility.
Confidence composition
Chained inferences propagate uncertainty correctly — no inflation.
Brier calibration
Continuously monitor calibration; alert on drift.
Reference
Useful links.
referencebash
// Inspect the lineage of a belief.
const lineage = await minds.governance.lineage("belief://b8f3a");
console.log(lineage.depth);
console.log(lineage.path); // memory → inference → merge → derivation
console.log(lineage.merkle); // 0x4a8c…f81e
// Forget with a receipt.
const receipt = await minds.memory.forget({
subject: "customer://alice",
reason: "GDPR Art. 17 request 2026-10-05",
});
console.log(receipt.signature); // Ed25519
console.log(receipt.merkle); // chainedSpecs
Details.
At a glance
- Lineage tests
- 82
- Quarantine tests
- 120
- Forgetting tests
- 94
- Audit chain
- BLAKE3 Merkle
- Signatures
- Ed25519
Guarantees
- Durability
- fsync per WAL commit
- Isolation
- MVCC · snapshot
- Audit
- BLAKE3 Merkle chain
- Encryption
- AES-256-GCM per-namespace
- Concurrency
- 100K+ ops/sec
Get started in an afternoon.
Run anywhere — Akasha Cloud, on-prem, or air-gapped.