An autonomous AI lab for your industrial operation.
Lumen is the lab that runs your AI program for you. It surfaces what to build, runs the experiments, evaluates results, and ships what works — continuously and autonomously across every agent operating your sites. Your team approves the consequential decisions. Lumen handles everything else.
A lab that works while the plant runs
An AI program for industrial operations normally requires a team to run: someone proposing experiments, someone reviewing results, someone deciding what to deploy across shifts and sites. Lumen does all of it. It watches what changes across your operation, decides what's worth doing about it, runs the work, and shows up on a controller's desk only when there's a decision worth making.
You don't configure it. You don't schedule it. You don't manage a backlog of experiments. The lab runs itself, and the only thing you confirm is what crosses the threshold for human judgment.
New agent coverage gaps, drifted model evals, and recurring correction patterns — surfaced from plant activity overnight.
Lab approved its own retraining and policy updates for the assay QC and FEOC compliance agents. Shipped to canary without human input.
A revised maintenance scheduling model passed automated gates and is awaiting blind operator review before promotion.
Operating reality
How the lab operates
Autonomous, accountable, always learning.
Three properties make a lab worth being autonomous: it only acts when something changes, every action it surfaces is grounded in your operation, and what it learns persists across runs.
Acts on change, not on a schedule
The lab runs only when something material happened — a sensor metric drifted, an agent's correction rate crossed a threshold, a regulatory rule changed, a training cycle completed. No background noise of routine activity.
Self-evaluated before you see it
Every recommendation passes a second review for whether it cites real operational evidence and whether you can act on it immediately. Generic best-practice suggestions are filtered before they reach an operator's queue.
Memory across runs
What you dismissed once stays dismissed. The lab keeps a rolling summary of where every agent in your operation stands and never makes you re-explain context it already saw.
The division of labor
What runs while the plant operates. What we ask you to confirm.
The lab takes the routine decisions off your team's plate so the calls left are only the ones that genuinely require human judgment.
What runs without you
Examples of what Lumen decided and shipped overnight, without anyone configuring it.
Drafted a new agent
Detected a workflow with no agent coverage — a tier-2 supplier compliance check. Drafted policy, grounded it in the relevant procurement docs, built a regression suite, deployed.
Iterated on corrections
Found a recurring correction pattern in the assay QC agent on borderline ore grades. Updated the policy, re-ran the test suite, pushed the change.
Triggered a retraining cycle
A maintenance scheduling model's eval score drifted on the locked benchmark after a fleet upgrade. Built a new corpus, submitted training, monitored.
Promoted a canary
A canary deployment of the FEOC compliance agent held metrics for a full week. Stepped up the traffic share without asking.
What we ask you to confirm
The two checkpoints where Lumen requires a human. Everything outside these is the lab's call.
Once, at the start. You name your sites, your assets, your regulatory regime, and what success looks like. The lab uses it as the orientation point for every subsequent decision.
When a model passes automated gates, fifty of its outputs are placed in front of your senior operators blind. If the team doesn't prefer the new model, it doesn't ship.
Lab decision. Surfaces, queues, executes, monitors, rolls back. You see the activity log. You don't arbitrate it.
Dismissed discoveries are remembered. Manual overrides are honored. The lab is autonomous by default, not by force.
Stop running your AI program. Let the lab do it.
Lumen surfaces, evaluates, and ships continuously across every agent operating your sites. Your team confirms what matters.