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Salfati Group

Cambrian · Layer I· Agent mesh

Agent mesh

A mesh of agents does the work, so capacity scales through the system, not the headcount.

I.

What it is

A mesh of agents does the work inside Cambrian. Long-horizon agents carry a Mandate from scope to ship, holding the goal across many steps. Conversational agents work alongside them, ones your team can direct in the moment. The mesh is the engine's workforce. It scales by adding agents, not by adding seats.

II.

The problem

Most delivery is bounded by how many senior people you can hire and how many hours they can give. A single prompt to a model is not a system either. It forgets, it drifts, and it cannot carry a multi-day goal to completion. The hard part of delivery has never been a clever answer. It is sustained, accountable work over time.

III.

How it works

We don't lean on one-shot prompts. We run a mesh. Long-horizon agents hold a Mandate's goal across hundreds of steps, planning, building, and correcting their own course. Conversational agents your architects direct in the moment handle the turns that need a human hand on the wheel. Capacity scales through the mesh, not headcount, which is why one architect can stand behind work that used to take a team.

IV.

What you get

Throughput that does not flatten when the work gets large. The people behind your Mandate spend their time on judgment, the calls that decide what is worth doing, while the mesh carries the volume. You buy the outcome the mesh produces. You never operate it.

V.

Where it fits

The mesh is where the work happens. It is grounded by the governed memory, it builds inside live environments, every change it makes is proven by verification, and a human architect owns the gate before anything ships. The four capability layers underneath exist to make its work safe to ship.

Ready when you are

Thirty minutes with a senior architect. We scope the first Mandate on the call.