AI-native collaboration substrate
Rewiring how companies
collaborate
We think the org chart is about to be rewritten. Adjunction AI turns a company's work — its messages, tasks, knowledge, and decisions — into a living graph that AI agents traverse, learn from, and act on. Not another agent framework. The substrate underneath them.
Pandora is our first product built on the substrate.
People sit in front of tools. Every model, every app, every list is one more thing a human has to hold together.
Work runs itself against a shared graph. People set direction and judge outcomes; the substrate handles the traversal.
What the substrate does
Four properties that stop being nice-to-haves once agents are the ones doing the work.
Your work becomes a graph, not a transcript
Every message, task, file, and decision lands as a node with typed edges. Context is retrieved by traversal — not by stuffing a window and hoping.
Agents find their own tools
No curated tool menus to maintain. The system discovers, scores, and retires capabilities against real outcomes, so the toolset tracks the work instead of the roadmap.
One goal, many runners
Complex objectives decompose into a dependency graph and execute in parallel across your own machines. Failures re-plan recursively rather than stalling the run.
It gets sharper with use
Feedback adjusts path strength and strategy weights continuously. The same request, asked next month, routes through what actually worked — not a frozen prompt.
The bet
Vertical agents are a transitional form. What survives is the layer they all need underneath.
- Context lives in chat scrollbackContext lives in a queryable graph
- Someone curates a tool listCapabilities are discovered and pruned automatically
- One agent, one thread, one machineMany runners in parallel, on infrastructure you own
- A vertical agent per departmentOne substrate the whole company shares
Pandora is live
The first product on the substrate — memory that persists across sessions, agents that run in parallel on your own machines, and a graph that keeps getting better at finding what matters.