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Korium · Cognitive memory

Memory your agents can reason over.

Most memory hands an agent a pile of old text and hopes it copes. Korium is cognitive memory. It remembers in a structure agents can think with: the facts, the way they connect, and how they changed over time. So your agents recall what matters, catch their own contradictions, and get sharper every session as the memory learns from its own results.

Not another place to dump text. Korium is cognitive memory: typed, connected, aware of time, and built to improve itself. The same engine wired into every workflow Kyroco runs.

A different kind of memory

This is cognitive memory.

Most tools remember text. Korium remembers the way a mind does. It types what it stores, keeps the relationships between ideas, holds a sense of time, consolidates quietly when things settle, and learns from its own results. Not a bigger search box. A memory that thinks.

Types like a mind

Kinds, not blobs

Every memory has a type: a decision, a lesson, a correction, an event. Recall knows what it is holding, not just what it says.

Connects like a mind

Linked, not stacked

Memories relate to each other. Korium follows the chain: what caused what, what superseded what, what contradicts what.

Consolidates at rest

Thinks between tasks

Like a brain between bursts, it does the patient work in the background, turning raw captures into an organized graph.

Learns recursively

Gets better with use

The part that compounds. Korium watches how its own work lands and keeps only the changes that measurably help, so the memory sharpens the more it is used.

Typed-relation graph

Memories are connected, not stacked. Korium stores a small, universal set of entity and relation types. An agent follows the chain from a decision, to what caused it, to what replaced it. That is one hop, not a re-read.

Memory with a sense of time

Korium remembers not just what is true, but what you believed and when. Ask what the team knew on a past date. You get the answer as it stood then. Later corrections live as their own thread, and never overwrite the record.

Catches its own conflicts

When a fresh capture contradicts something already known, Korium sees it. New claims are reconciled against old ones, contradictions are flagged, and stale beliefs get superseded instead of silently piling up next to the truth.

Recall as a narrative

Search returns chunks. Korium returns understanding. It blends keyword, meaning, and graph relationships, then composes a coherent recall about the thing you asked for, so the agent reads an answer, not a result list.

Never blocks the agent

Writes land instantly. The heavy thinking happens in the background during idle moments: extraction, linking, and conflict resolution. It works the way a brain consolidates at rest. Your agent is never left waiting on its own memory.

Isolation by construction

Every customer and every app is sealed off at the data layer, not just by a filter in the code. One backend serves many tenants safely, and the exact same build runs on a laptop or in the cloud with nothing to rewrite.

Recursive learning · the compounding edge

A memory that improves itself is a different kind of asset.

This is the part that compounds, and the reason cognitive memory matters. Korium does not just remember. It runs a recursive loop: it watches how its own work lands, keeps the changes that measurably help, and reverts the ones that do not. Quality climbs instead of drifting, and every team that uses it makes the memory sharper for the next task. Most stores get bigger over time. This one gets better.

Observe

Outcomes, not opinions

Every run is measured from the outside on what actually happened: did the task succeed, was the answer accepted, what did it cost. No agent grades its own homework.

Evaluate

An objective gate

A change is kept only when a hard, repeatable measure shows it beat what came before. The bar is a number, not a hunch, which is what stops a fast loop from getting confidently worse.

Remember

Even the dead ends

The full lineage lives in memory: what was tried, what won, and what was rejected and why. Each iteration starts from everything the last one learned, so the system compounds instead of repeating itself.

Humans stay on the decisions that matter: architecture, security, and the measures themselves.
Built to sit underneath everything

One memory backend. Any agent, any domain.

Korium is a substrate, not a vertical tool. It ships with a universal core of entity and relation types, and every app refines that core with its own vocabulary. Finance, retail, knowledge work, or a coding pipeline all run on the same engine.

The backend behind the Memory Tool

Korium is the typed-relation graph store behind Anthropic’s Memory Tool. It is the layer an API-built agent reaches for when a flat file is not enough. It gives you supersedes chains, scoped reasoning, conflict detection, and composed recall.

MCPRESTMemory Tool

Speaks your domain without being rebuilt

An app registers its own types once, and Korium understands them everywhere: at capture, at consolidation, and at recall. Your "strategy," "routine," or "spec" lives on top of the universal core, never bolted in as a special case.

Per-app vocabularyUniversal core

Laptop to cloud, one build

The same Korium runs on a single machine for solo work and as a multi-tenant cloud service for teams. Nothing is rewritten to scale up; the architecture is identical from one user to many.

Single-tenant by defaultMulti-tenant ready

Safe with the things you can’t lose

Memory is the most sensitive data an agent holds. Korium isolates every tenant at the data layer itself, encrypts in transit and at rest, and is durable through crashes by design rather than by luck.

Data-layer isolationCrash-safeEncrypted
Go deeper

See exactly how Korium works.

The two-speed sleep cycle that turns raw captures into cognitive memory, the code index that finds the right lines without reading your repo, the memory model, and the technology underneath, all in one place.

How Korium works
Plans

Pay for your team and what your agents remember.

Plans scale on two things: the seats on your team and the memory operations your agents run. A seat is one person, counted once across your whole organization, so you pay for people and the usage they drive, not for structure. There is a free tier to start on, and sub-organizations are an Enterprise feature.

Current prices, quotas and what each plan includes are on the Korium pricing page.

Give your agents a memory

Stop starting from zero every session.

The fastest way to see what Korium does is to point an agent at it and watch it stop forgetting. Pick a plan, or talk to us about what you are building.

See plans