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Applied Research Lab

AI that understands
the real world.

Nodeblue is an applied research lab teaching AI to understand, remember, and act inside real operations. Our first system, Nexus, is running live in production today.

See the researchWhat we are exploring
Our purpose

Inside the loop, not above it.

A generation of software learned to measure the world. We study what it takes for a machine to reason about it and act inside it, alongside the people doing the work.

What we are exploring

One idea,
explored from every angle.

Most AI never touches the systems a business actually runs on. We study what it takes to change that: making sense of a live operation, keeping what an organization knows, and intervening safely inside it.

Operational Intelligence

Teaching systems to read live operations the way an experienced engineer does, then reason over what they see.

Running today in Nexus

Knowledge and Memory

How an organization retains what it learns and makes it usable long after the people who learned it have moved on.

In active prototyping as Atlas

Human and AI Collaboration

Designing the division of labor between human judgment and machine reasoning so each does what it is good at.

Built into Nexus today

Autonomy and Execution

What it takes for a system to cross from understanding a situation to safely acting inside it.

The furthest edge, becoming Forge

Systems

What we're building.

Each system takes a piece of the research into a real operating environment. Nexus runs in production today. Forge and Atlas are in development.

CONTROL LOGICSUPERVISORYDOCUMENTATIONANSWER
In use

Nexus

Operational intelligence for industrial environments.

Nexus reads a facility's control logic, supervisory systems, and documentation together, and reasons over them to diagnose faults and answer questions in plain language. It is the first place our research meets a working floor.

Explore Nexus
INTENTSYSTEM

Forge

In development

From understanding an operation to acting in it.

Research into what lets a system cross from analysis to safe action, with the verification and accountability real consequences demand.

Atlas

In development

A living model of how an operation works.

Research into a system that maps how an organization actually runs, so its knowledge stays current instead of decaying in documents.

From the lab

Writing

Field notes and essays on teaching machines to understand, remember, and act inside the operations the real world runs on.

All writing
LatestJun 28, 2026
01
Research

Intelligence Inside the Loop, Not Beside It

Software has gotten very good at observing the world and very slow at understanding it. The result is operations that are heavily instrumented and barely comprehended. We think the next useful step is not another dashboard.

Read the piece
02Jun 19, 2026
Field Notes

What We Learned Pointing Nexus at a Real Site

Notes from running our operational intelligence system against real production controllers instead of a simulator. The surprises were not about the model. They were about what diagnosis actually is, and where a system has to hand back to a person.

Read
03Jun 10, 2026
Engineering

Building Agents That Act: What the Demo Does Not Show

The gap between a working prototype and a reliable agent running in a real operation is wider than most teams expect. Here is what breaks, and how we design around it when a wrong action has a cost.

Read
04Jun 1, 2026
Research

Evaluating Systems That Act in the Real World

A benchmark score tells you how a model does on a fixed test. It tells you almost nothing about how a system will behave inside a live operation. Here is how we think about evaluation when the output is an action, not an answer.

Read

Built for the operations
the world depends on.

We study what it takes for a system to read a live operation, reason over it, and act on it safely. Nexus is where that research runs today - on a live floor, against real systems. The rest of the work is how we get there.

Try NexusExplore the research