Keep the model close.
Moving weights shouldn’t be the work. Keep them resident and ready for the next inference burst.

A new architecture for agentic AI
Agents don’t work in straight lines.
Their silicon shouldn’t have to.
Purpose-built inference silicon. Model weights and session state stay resident. Your agents keep moving.
Built around the way agents work.
Resident weights Persistent sessions Continuous execution01 / The agent loop
A different workload. A different machine.An agent reasons, uses a tool, and learns from the result. It repeats this loop with more context each time, until the task is done. We’re building silicon for that entire loop.
One continuous loop. State that stays.

Repeat until the task is complete
“This test is failing. I’ll inspect the function it calls.”
The model uses the goal and everything learned so far to decide what to do next.
The model uses the session’s existing context.
Moving weights shouldn’t be the work. Keep them resident and ready for the next inference burst.
A tool call shouldn’t mean starting over. Preserve context as agents move between thinking and doing.
When one agent waits on the outside world, let another use the machine. Design for the whole loop.
02 / The architecture
State is the starting point.We’re rethinking inference from the inside out. An architecture designed to keep the model and its live sessions warm, across every turn of the agent loop.

The residency principle
Work streams in. State stays close. A system designed around continuity, from memory to scheduling.
Ready for the next inference burst.
Context carried across the agent loop.
Built for bursts, tool calls, and pauses.
03 / The hardware
One principle. Every scale.Keep state close. Keep the system simple.
A coherent vision from the die to the datacenter.
QUETTOS / COMPUTE + RESIDENT STATEWhere intelligence lives
An architecture designed to keep model weights and live session state close to compute. Built for the next turn, not just the next token.
Build with QuettosThe workload validation program
Bring us your hardest agent trace.
We work with teams building serious agent systems. You bring a recorded workload. We study it with our performance model and show you where the opportunity is.