WWalli-AI Capabilities
Capabilities/Architecture
One region, nothing idle

Architecture

This page is for the technically minded evaluator. If that is not you, nothing here changes what the product does, and you can safely skip it.

Something happensA clock, a message, you A machine startsFor this run only It does the work Reads your data, calls your tools, writes the result. Then it is goneNothing left running, nothing to patch ONE RUN, START TO FINISH Each run gets its own hardware-isolated machine, which exists for that run and is destroyed after it. No agent shares a process with another customer's agent, and there is no long-lived server sitting idle between your morning and your evening.
Each run gets its own hardware-isolated machine which is destroyed when the run ends. Nothing persists between runs except the data you asked to keep.
The shape

Serverless, one region, managed throughout.

The platform runs in a single cloud region on managed services: functions rather than servers, an on-demand key-value store, a relational database that scales to zero and pauses itself after ten minutes of inactivity, object storage, an event bus, and exactly two long-lived container services for the two jobs that genuinely need a persistent connection.

There is no fleet of machines to patch, and nothing idles between your morning brief and your evening one. That is a cost story and a security story at the same time: an idle server is both a bill and an attack surface.

Consequences

What that shape buys you.

One customer's agent cannot share a process with another's

Isolation is at the machine level per run, not a permission check inside a shared process.

A crash cannot corrupt the next run

There is no next run in that machine. It is gone.

Scale is not a migration

Going from one agent to eighteen changes a number, not an architecture.

Your data stays in one place

A single region, with no cross-region copies to reason about.

The model layer

One path in, many providers behind it.

Every model provider is reached through a single point in the runtime rather than each being wired separately. That is why switching an agent between providers is a setting rather than a project, and it is also why the safety measures that fence untrusted content only had to be implemented once to cover all of them.

The agent's instructions are assembled fresh for each turn from its role, its skills, its recent decisions, your workspace context, its knowledge, and the tools currently available to it, rather than being one static block of text.

On this page

Every structural claim here is a description of the deployed system rather than an intention. If you are evaluating seriously and want specifics we have not published, ask and we will tell you what is true rather than what sounds good.

That is the whole platform.

That is the whole platform. The overview page links every part of it.

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