The product

Project knowledge and team expertise, in one workspace.

Brain preserves the state of the work: what was tried, what changed, and what is still open. Skills capture the methods you reuse across that work. Your agents access both through MCP.

Get early access

Brain / Project memory

Open the notebook behind the experiment.

Explore an example research workspace based on Karpathy’s autoresearch. Alex is comparing attention windows; Sam is reviewing the evaluation metric. Open their task notes to see the code findings, experiment constraints, and next steps.

brains/alex/tasks/attention-window/todo.md

ALEX / ATTENTION WINDOW

Does full attention earn its compute?

The default SSSL pattern alternates three short attention windows with one full window. Compare it with L: full attention at every layer.

Working notes

✓ Located WINDOW_PATTERN and the layer-window calculation in train.py.
✓ Confirmed the final layer always uses full attention.
□ Run the unchanged SSSL baseline, then the L candidate.
□ Compare validation bits per byte and tokens processed.

Next step

Change WINDOW_PATTERN only. More context may help prediction but reduce training throughput.

Based on autoresearch / train.py ↗

Project context → task → experimentAdapted examples

01 / Brain

A working record of every project.

Organize team knowledge, infrastructure notes, and task notebooks in nested folders. Keep an experiment’s code map, constraints, results, and next steps together. Browse the files in Venom; agents read and update them through MCP.

02 / Skills

Instructions your whole team can use.

Package a repeatable method as a skill: when to use it, what to do, and which references to consult. Owners and admins create or import skills, review drafts, and publish them for the team’s agents.

Bring your existing skills

Your existing skills are the starting point.

Paste a SKILL.md or import a folder, ZIP archive, public GitHub repository, or Brain directory. Preview the package, edit the draft, and publish when it is ready for your team. Imported skills are copies you manage in Venom.

How MCP and the plugin connect it