Manifold
Making agent work visible.
A visual workspace for coordinating agents, tools, and people.
Experimental
Explore the researchLoading ATMAI
Intelligence,with context.
Atmai is a research lab working across intelligence, computation, and mathematics. We turn questions into experiments, open tools, and products.
Questions worth working on
How intelligence remembers, learns, and becomes useful.
Dreamer
The next answer starts with the right context.
Dreamer constructs task-specific context for AI agents from information whose sources and revisions remain inspectable. It brings structure to changing decisions, competing accounts, and the information a task depends on.
Illustrative example
Follow a decision as it changes.
Source history
Monday · Project brief
Launch the pilot on Friday.
Invite the existing pilot group.
Current context
- Pilot launch:
- Friday
- Scope:
- the existing pilot group
Trace it to the source
Source history
Monday · Project brief
Launch the pilot on
Friday.
Invite the existing pilot group.Launch date superseded
Tuesday · Updated decision
Move the pilot to Tuesday.
Keep the original scope.
Current context
- Pilot launch:
- Tuesday
- Scope:
- unchanged
Trace it to the source
Source history
Monday · Project brief
Launch the pilot on
Friday.
Invite the existing pilot group.Launch date superseded
Tuesday · Updated decision
Move the pilot to Tuesday.
Keep the original scope.
Context for the next task
Task brief
Prepare a launch update for the existing pilot group. Use Tuesday as the launch day.
Trace it to the source
A wider field of questions.
Our programmes investigate how systems retain knowledge, coordinate work, learn from experience, and help people reason. Each begins with a question we can make concrete.
Mortal
Exploring how systems learn.
Research into adaptive, continuously evolving computational substrates.
Research programme
Explore the research
Wolfbone
Mathematical thought, across media.
Follow how mathematical ideas connect, inspect their sources, and build with them. Wolfbone brings an explorable mathematics library together with a visual workspace for finite collections and functions.
In development
Explore WolfboneWhat stays the same
1 maps to a. 2 maps to b. 3 maps to a.
Ideas you can build on.
Explore our open-source experiments. Read the code, inspect the methods, and take the work further.
ATMAI on GitHubAn open research lab for studying, benchmarking, and extending adaptive graph learning.
Curiosity, made concrete.
We are a research lab that builds. Mathematics gives us a language for precise questions. Experiments challenge our ideas. Software lets people explore what those ideas can become.