Memory is locked to one vendor
Built-in agent memory belongs to whoever made the agent. Teach Claude something and Codex still knows nothing about it. You are not building knowledge, you are building it once per tool.
Why this exists
You have explained
the same thing
forty times.
Every session starts from zero. You paste the same conventions, correct the same assumptions, and watch the agent produce something that looks nothing like your product. Tomorrow, again.
Three things are broken.
Your context lives in screenshots
The things an agent most needs — how the product actually looks, what the docs actually say, what the team actually decided — exist as images, PDFs and pages. None of it is in a form an agent can search.
Nobody can tell you what it does not know
Every knowledge base is a black box. Answers come back confident whether the material is there or not, and you find the hole when an agent confidently gets something wrong in front of someone else.
What we do about the third one
A brain that can be
wrong on purpose.
You write what the brain is for. That goal becomes an exam — including questions about material you have not uploaded. The brain sits it after every change and reports which categories it cannot answer. Failing is the feature: those failures are the list of what to add next.
Every other knowledge product reports what it holds. This one reports what it is missing, and that is the number that changes what you do tomorrow morning.
The rest of it
Screenshots in, knowledge out
Drop a folder. Each image is read against the brain's goal, and comes back as searchable facts with the exact values kept — not a description of what the picture showed.
One brain, every agent
Claude Code, Codex, Kimi CLI, Qwen Code, Cursor, VS Code, Cline. The brain speaks MCP, so the client does not matter.
Search that understands
Meaning and keywords together. A Russian question finds an English note; “what if there is no data to show” finds the rule about empty states.
Agents write back
An agent that works out a convention saves it. It waits in a review queue, so the brain sharpens instead of drifting.
Secrets never get in
Terminal screenshots are full of tokens. Every source is scanned before storage, and again on whatever an agent writes. A brain that trips it cannot be shared.
Yours to take
Export any brain as CLAUDE.md, a Claude Skill, or AGENTS.md. It keeps working if you stop paying us — which is the point.
Worth it when
- You explain the same context to an agent every week
- The knowledge lives in screenshots, docs and people's heads
- You use more than one agent, or switch between them
- Getting it wrong is expensive — design, math, contracts, protocol
Not worth it when
- The knowledge is already in your repo — the agent can read it
- A CLAUDE.md file covers it and never changes
- You work alone in one tool on one project, forever