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05 / Industrial AI

Operational intelligence

Coordinate people, machines, data, and decisions across the operating loop

We place agents inside real workflows with clear authority, human handoffs, and outcome telemetry

A useful first shape

What this creates

Operational orchestration

Human-in-the-loop controls

Outcome telemetry

Agents meet the operating boundary

Industrial systems need explicit authority, safe fallbacks, controller awareness, and a clear account of what happened after a recommendation.

Start with one consequential loop

We prototype a bounded workflow, measure its decisions and handoffs, and expand only when the evidence supports the next level of autonomy.

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Reviewed 2026-08-22