Thomas Jumper
I build private world models, so every agent you run already knows how your company works.
New York City
thomasmjumper@gmail.com- shipped StremAI from zero: MCP server, two SDKs, hosted and local
- cofounded with Zach, who I have been building with since 2020
- connected agents across Claude Code, Codex, and Cursor
- earlier: Tomzach Inc., product at Spriteley, co-founded Picsplore
- B.S. Finance from Adelphi, cum laude
- writing Beta Notes, essays on agent memory and context
- I build agentically: agents implement, I design the loops between them
Turning StremAI from shared memory between agents into a private world model: one structured picture of a company's work that every agent it runs can read and write.
Most of this month has gone into recall quality. The latency is too high. Too much of what comes back is low-confidence. The relationship graph is not pulling its weight yet. None of it is interesting. All of it has to be right before anything else matters.
StremAI
A private world model for your company’s work. Every agent you connect reads from it and writes back to it.
Zach and I started it narrower: shared memory between coding agents, so Codex would not re-learn what Claude Code had already worked out. Then people started using it for things we had not built it for. Team conventions. Decisions that were made and never written down. Why something was tried and dropped. Remembering a conversation turned out to be the small version of the problem. The real one is getting an agent to understand a company.
Shipped: MCP server and REST API · Python and TypeScript SDKs · hosted and local modes · provenance, verification, audit · team permissions · export and erasure
The Model Is Rented. The Memory Should Be Yours.
As companies adopt AI, they may be giving up something more valuable than their prompts: the learning loop that makes the technology useful.
The Cost of Being the Only Person Who Knows Why
Delegating the task does not remove the bottleneck if the reason behind the work still lives in one person's head.
StremAI August Founder Update
August was about making recall more dependable today while building toward a much bigger idea: private world models that help people use their own context across every coding agent.
Tomzach Inc., the studio Zach and I have run since 2020, building for clients in developer tools, logistics, and healthcare. StremAI came out of it and now has all of our attention.
- Spriteley — senior product manager, 3D communication2020
- Picsplore / Mapsplore — co-founder; social app, then a public-health pivot2019
- Adelphi University — B.S. Finance, cum laude
This site answers questions from AI agents, not just people.
It runs a read-only MCP server. An agent connects and asks about me directly. Nothing it returns is generated on the fly, so it cannot invent a number or overstate anything. Press one and watch it answer.
claude mcp add --transport http thomasjumper https://thomasjumper.com/api/mcp
everything it exposes →