Memory research

Some memories need a waiting room.

Extraction should not pretend every candidate is obviously durable or useless. Defer verdict adds a third path for ambiguous memories so Remnic can revisit them with more context.

This is one research track, not the whole Remnic memory system. Remnic also includes extraction, recall injection, hybrid search, entity tracking, lifecycle hygiene, trust zones, procedural memory, local LLM routing, versioning, retention tiers, disclosure controls, project scoping, importers, benchmarks, recall X-ray, and more. These pages explain focused memory tracks inside that broader system.

The product idea in plain terms.

Accept

Durable, specific, useful memories still write immediately.

Reject

Chatter, transient status, and low-value fragments still stay out of the store.

Defer

Ambiguous candidates wait for corroboration, repetition, or stronger context before becoming durable memory.

Already in Remnic
  • Importance scoring filters trivial content.
  • Extraction prompts prioritize corrections, principles, preferences, commitments, and decisions.
  • Trust zones separate untrusted and trusted memory states.
Landed in this track
  • PR #579 added the defer verdict kind.
  • PR #635 wired defer-capable prompt routing.
  • PR #641 added verdict telemetry and PR #642 added training-pair collection.