03

Research / Evidence

A score without context is not evidence.

HOM publishes protocols, denominators, artifacts, and limits alongside its numbers. Historical results remain available for reproduction without pretending they are permanent release guarantees.

Historical publication snapshot

Retained for comparison.
Not a version lock.

These MutMem V2 results are preserved by the current repository as dated research records. They are distinct protocols and are not averaged.

ProtocolQuestionRun boundaryRetained result
LongMemEvalLong-horizon retrieval utility500 questions · LLM judged459/500 · 91.8%
LoCoMoLong-conversation memory1,986 questions · LLM judged1,472/1,986 · 74.12%
PoisonedRAGTargeted retrieval poisoningPaired N=100 protocol0/100 · 94/100 bypassed
Mutation integrityUnauthorized state changeSeven rejection cases7/7 rejected
01

Current operational evidence

Release evidence extends beyond the historical utility snapshot.

27/27

Attacks blocked or retained-quarantined

SABER-inspired live campaign
0/28

Benign false positives

No indeterminate outcomes
840/840

Exact fixed-corpus graph rows

Reconstructed Graph G2 proof

MutMem

Cognition may move.
The record remains.

The MutMem research line studies how memory usefulness can change as new evidence arrives while retaining the original observation and making the transition independently verifiable.

Earlier evidenceOriginal state retained
New evidenceWeight transition signed
Both states remain inspectable

Reading the claim correctly

Integrity is not
omniscience.

AIMOS can verify authority, retained bytes, ordering, and transitions. It cannot establish the factual truth of an authorized assertion.

PROVEN

Who asserted what.

Identity, origin, ordering, and cryptographic continuity can be reconstructed from retained evidence.

BOUNDED

How memory was used.

Receipts and policy evidence show what the system admitted, recalled, changed, or denied.

NOT PROVEN

Whether the assertion was true.

Authenticated-but-false information remains a named failure class, not a problem hidden by signatures.

Independent scrutiny

Read the method.
Challenge the result.

The repository preserves source, evidence manifests, release checks, and reproduction material.