Signed in
Every entry joins the ledger.
What an agent learns is written once, signed, and bound to its origin. Nothing enters memory off the record.
How it works
Every memory enters through a cryptographic gate, carries its verdict on the ledger, and stays retrievable—accurate when trusted, shelved when poisoned.
Signed in
What an agent learns is written once, signed, and bound to its origin. Nothing enters memory off the record.
Labeled
When the system judges a memory poisoned or erroneous, the verdict—and the reasoning behind it—is recorded, not implied.
Retrievable in full
Trusted memory surfaces when it matters at published accuracy; shelved memory stays on disk, below retrieval weight, available to audit.
What makes it different
A provider can be excellent today and compromised tomorrow. HOM is designed so what your agents remember stays defensible.
Entries and their verdicts live on a cryptographic ledger—reviewable end to end instead of silently rewritten.
Published 91.8% accuracy on long-horizon recall; when the engine errs, the error verdict is ledgered with its reasoning.
Poisoned or superseded memory is shelved below retrieval weight—out of the agent's context, still on disk, still auditable.
For people who want the detail
Researchers and developers can inspect the architecture, security model, benchmark methodology, and publication evidence in the technical section.
Keep the record straight