Approach

An agent that owns the work.

A living model takes on one of your live processes and runs it end to end. It learns your work as it goes, and it runs on top of the systems you already use.

What you get

  • An agent that runs the work

    A living model takes on one of your live processes and runs it end to end, around the clock. You manage the agent; it drives the work.

  • It learns your process

    It adapts to your data and your approved outcomes, getting measurably sharper at your specific work the longer it runs.

  • Runs on top of your systems

    It deploys over the systems you already run, so you can prove the value on real work before scaling.

Where it runs

The design-partner shape

The same simple deal across every proving ground.

01 You bring

  • Deep domain expertise
  • A real, live environment and its data
  • A scoped, paid pilot on one workflow

02 We bring

  • A living agent on your live process
  • A model that adapts to your process as it runs
  • Human approvals and full audit, built in

03 What stays whose

  • Your data stays yours — always
  • We keep the core model technology
  • The generalized capability carries to the next partner

Dual-track: open and proprietary

We open-source the generic framework for adoption and credibility, and gate the enterprise agent, the orchestration, and the proprietary, continuously-trained skills behind commercial licensing. Partners keep portability at the open layer and never get locked in where it counts.

Three proving grounds

Chosen by research yield — where a live, continuously-learning agent gets the richest feedback. We keep all three open and let the first well-fit partner set the lead.

01

Factory automation & robotics

Why it fits
Live sensor, vision and control streams; constant drift from wear and product-mix change; long-horizon line state; real-time control actions. The richest environment for the full stack.
First living-agent project
An always-on line agent that ingests the live stream, detects novel defects it was never pre-trained on, flags process drift, and predicts maintenance — escalating to a human.
The unlock
Catching new defect types in real time, with the line’s entire history held in memory.
02

Finance & FinTech

Why it fits
Live transaction and market streams; fraud and risk patterns that shift by the hour; long-horizon per-entity state; consequential hold-flag-escalate actions. The founder is a fintech CTO — domain credibility is the wedge.
First living-agent project
A real-time risk agent on a live transaction stream that adapts to new patterns the moment they emerge, holds per-entity memory, and acts with human approval and full audit.
The unlock
Novel-pattern fraud caught the moment it emerges, as the agent adapts online.
03

Energy, battery & grid

Why it fits
Continuous telemetry; real-time optimization and dispatch; online degradation learning; long-horizon asset state — as grids decarbonize and electrify.
First living-agent project
An always-on telemetry agent that learns online, per asset — battery-degradation prediction that adapts per cell, real-time dispatch under drift, or network anomaly detection.
The unlock
Online adaptation to drift and novel conditions in a safety-critical continuous system, with human oversight throughout.

From pilot to platform

A pilot proves one workflow and seeds the agent’s memory with your context. From there it grows into an annual engagement across the fleet, the lines, or the segment, and the capability we proved becomes a product for the next partner.

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