CogmemAi for Robotics

A brain for robots. Give your robot a brain and a soul.

Most robots wake up with amnesia. They do not remember you, your home, or what they did yesterday. CogmemAi is the persistent memory and personality layer that lets your robot remember people, places, tasks, and preferences across every session, so it gets to know the world instead of resetting in it. Runs at the edge or in the cloud. Top published score on LongMemEval.

Get a free API key Talk to engineering Edge, on-prem, or cloud. Integrates with any robotics stack.
The problem

A robot without memory is a stranger in your home every single day.

Modern robots can see, move, and follow instructions in the moment. But the moment ends. Power cycle the unit, start a new task, or roll out a second robot, and everything learned is gone. No memory of who you are, where things belong, or what worked last time. Capability without memory is not intelligence; it is a goldfish with actuators.

Brain and soul

Two things every robot is missing.

CogmemAi gives your robot both halves of what makes a presence feel real: the brain that remembers, and the soul that stays the same someone over time.

The brain

Persistent memory and recall

Your robot remembers people, places, routines, tasks, and preferences, and recalls the right detail at the right moment. Memory survives reboots, new sessions, and software updates. It learns the home or the worksite instead of re-learning it forever. This is the same memory engine that holds the highest published score on LongMemEval.

The soul

Continuity and personality

Because the memory carries across every session, your robot stays the same character over time. It remembers your last conversation, your name, the inside joke from Tuesday. Paired with HiFriendbot's companion personalities, a service or care robot feels like someone your family knows, not a tool that forgets them by morning.

What your robot remembers

Memory that compounds with every interaction.

You decide what is worth keeping. CogmemAi captures it, scores it by importance, and brings it back by meaning.

👤

People

Names, relationships, and preferences. The robot greets the person it met last week and recalls what matters to them.

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Places and routines

Where things belong, the layout of a home or floor, and the daily rhythm of the people in it.

Tasks and history

What was asked, what was done, and what worked, so the robot improves instead of repeating mistakes.

💬

Conversations

Past dialogue and decisions, recalled by meaning, so the robot picks up exactly where it left off.

Preferences and rules

How this household or operator wants things done, including safety rules that apply to every interaction with no opt-out.

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Fleet knowledge

What one robot learns can be shared with the rest, so a whole fleet gets smarter together.

Fleet memory

One robot learns. The whole fleet knows.

CogmemAi memory is scoped. Private memory stays with a single robot; shared memory propagates across the fleet. Roll out unit number fifty and it inherits what the first forty-nine already learned, while personal and sensitive memory stays exactly where it belongs.

Per-robot memory
Each unit keeps its own private context, scoped and isolated, so personal data never leaks between robots or customers.
Shared fleet memory
Promote what should be common knowledge once, and every robot in the fleet can draw on it immediately.
Mandatory rules
Safety and compliance constraints can be injected into every recall with no opt-out, so the whole fleet behaves consistently.
Runs where the robot runs

Edge, on-prem, or cloud. Your call.

Robots cannot wait on a round trip to a data center, and a home robot's memory should not live on someone else's server. CogmemAi runs in a local mode on the robot or your network, so recall is fast, private, and works even when the connection drops, with quantum-safe encryption at rest.

Edge and on-device
Memory runs locally for low latency and offline operation. Nothing has to leave the robot for it to recall.
On-prem dedicated
For regulated, defense, and enterprise fleets, run entirely inside your environment with no data crossing your boundary.
Cloud or hybrid
Sync shared knowledge through the cloud while keeping sensitive memory local. You choose the split.
Integration

Plugs into your stack, not the other way around.

CogmemAi is the memory layer, not a robotics framework. Your perception, planning, and control stay yours. Add memory through whichever surface fits your system.

HTTPS REST API
Language-agnostic and framework-agnostic. Save and recall with a single call from any runtime, easy to bridge into a ROS node.
Direct API and SDK
Lower-latency, deeper integration for teams embedding memory into a multi-agent or autonomy stack.
MCP server
If your robot's reasoning layer speaks MCP, CogmemAi drops in as a memory server with no glue code.
Receipts

Numbers, not promises.

Long-term memory is a real, measurable capability. We publish our scores, our methodology, and the dates we ran them.

95.1%
LongMemEval
Apr 19, 2026 · top published
91%
LoCoMo
Apr 2, 2026 · above human baseline
Edge
Runs on-device
local, offline-capable
Fleet
Shared memory
scoped per robot or shared
Where it fits

Built for robots that live with people and work alongside them.

Home and eldercare robotsRemember a resident's name, routine, medications schedule, and the conversations that build trust over months.
Service and hospitalityGreet returning guests, recall their preferences, and hand off context smoothly between shifts and units.
Humanoids and general-purpose robotsGive a versatile platform the long-term memory it needs to feel coherent across tasks and days.
Warehouse and logistics fleetsShare learned layouts, exceptions, and operator preferences across an entire fleet from day one.
Research and educationA drop-in, benchmarked memory layer so your team studies behavior instead of building storage.
Defense and regulatedOn-prem, isolated deployment with quantum-safe encryption and US citizen, clearance-ready engineering.
Frequently asked

Robot memory, answered.

What is a brain for robots?

It is the memory and cognition layer that lets a robot remember and learn over time. CogmemAi gives a robot persistent memory of people, places, tasks, and preferences, so it does not start from zero every time it powers on.

Does CogmemAi control the robot's movement or perception?

No. CogmemAi is the memory and personality layer. It plugs into your existing robotics stack through an API, SDK, or MCP server and adds long-term memory and continuity. Your perception, planning, and control systems stay yours.

Can it run on the robot itself, offline?

Yes. CogmemAi offers an edge and on-prem mode so memory runs on the robot or your local network, with no dependency on the cloud and quantum-safe encryption at rest.

Can a fleet of robots share memory?

Yes. With scoped, shared memory, one robot can learn something and the whole fleet can benefit, while private memory stays per-robot. You control what is shared and what is local.

How does it connect to ROS or my own stack?

Through a language-agnostic HTTPS REST API, a direct API and SDK, or an MCP server. Any of them bridges cleanly into a ROS node or a custom autonomy runtime, so memory is just a call away.

How good is the recall?

CogmemAi scored 95.10% on LongMemEval, the highest published result on the field's hardest long-term-memory benchmark, plus 91% on LoCoMo, above the human baseline.

How do I start?

Get a free API key on the developer page and prototype against the cloud today. When you are ready for edge, on-prem, or fleet deployment, talk to engineering about a pilot.

Give your robot a memory worth keeping.

Start free against the cloud today, then take it to the edge. Brain and soul, in one memory layer.