LokulMemMemory that stays sharp in production

Predictable: deterministic-first flow with explicit action reasons.
Safe by default: user-origin extraction and contamination guard rails.
Debuggable: rich diagnostics for add/update/supersede/ignore decisions.
Maintainable: modular extraction packs and hard CI quality gates.

Local-first, policy-driven memory for AI products that care about correctness, privacy, and repeatability.

Local by default

Memory persists on-device with IndexedDB and workers. No mandatory external memory service.

Deterministic extraction, canonicalization, and policy actions with risk validation before writes.

Staged eval gates (A/B/C), regression budgets, and package integrity checks stop drift early.

Works with any provider that accepts message arrays, including hosted and local models.

LokulMem is built for teams that want memory quality without black-box behavior.

Use this path for the fastest onboarding: