Persistent context across every session — recalled when it matters
An agent that forgets between sessions feels broken. We build memory that persists the right facts, preferences and context — then surfaces them at the right moment, without bloating the window or letting stale data linger.
Without memory, every conversation starts from zero. But naive memory is worse — dumping everything into the prompt is slow, expensive, and quietly poisons answers with stale context.
A complete memory layer — storage, retrieval and governance — wired into your existing agents.
Durable storage of facts, preferences and outcomes that persists across sessions, users and devices — the agent's lasting knowledge, not a transcript it forgets.
Semantic and structured retrieval that surfaces only the memories this turn actually needs — never the whole history.
Scoring, aging and consolidation so fresh, reinforced facts win and stale, low-confidence ones fade out.
In-session scratchpad and summarization that keeps long conversations coherent without blowing the context window.
Per-user isolation, audit trails and the ability to view, edit or delete any memory — built for compliance.
Wired into your stack via MCP or a clean API, so existing agents gain memory without a rewrite.
We design the memory model around what your agent actually needs to remember — then build, tune and hand it over.
Define what's worth remembering, for how long, and at what scope.
Stand up the durable store and schema — vectors plus structured data.
Build relevance-ranked retrieval that injects only what each turn needs.
Add decay, confidence, isolation and the edit/delete controls.
Measure recall quality against real sessions and hand it over.
Open, portable building blocks — no proprietary memory black box you can't inspect or move.
Memory is some of the most sensitive data your agents touch. We build it on open, portable components in your own database and cloud — no proprietary memory service holding your users' context hostage. Per-user isolation, full audit trails, and one-call deletion are part of the design, not an upsell.
Tell us what your agents keep forgetting. We'll design a memory layer that remembers the right things — and forgets the ones it should.