WeOrchestrate

Skills files for industrial AI agents.

We turn fragmented industrial operations into structured skills files that agentic AI can act on.

Why agentic AI fails in factories

Modern AI agents can already follow structured instructions, call external systems, and chain actions. What they cannot do reliably is operate in a domain where the rules are implicit and scattered across legacy systems, paper logs, weighing system displays, regional accounting packages, and the heads of senior workers. Without a structured manual of how the operation actually runs, agents make things up or freeze.

The structure agents need to be useful

A skills file describes an industrial operation in a structured, portable format. The entities (what exists), the states they can be in, the events that change those states, the rules that govern the changes, the actors who are authorised to act, and the evidence required for each action. Once written, a skills file is portable across AI providers, across model versions, and across time.

Append-only event log

Every action becomes an immutable event with timestamp, actor, and evidence. State is derived from the log, never edited directly.

Governed agent execution

Agents read the skills file, query the event log, and execute actions through the same structured interface. Every action is logged, governed by the same rules as a human action, and auditable.

Air-gapped on-premise deployment

The deployed product runs entirely on customer hardware with no outbound network calls. Designed for regulated industrial buyers from day one.

Multilingual operational reality

Built for environments where the workforce, the regulators, and the legacy systems speak multiple languages. The structure absorbs operational reality across Albanian, Italian, English, and Western Balkans languages.

Industrial protocol integration

Direct integration with weighing systems, sensors, SCADA, and building management systems via Modbus, OPC UA, BACnet, KNX. Industrial OT integration is operational ground truth, not theory.

Portable skills file format

Once written, a skills file is portable across AI providers and model versions. The agents will commoditise. The structure will not.

Where it works today

Currently deployed at a metal recycling and scrap processing facility. Multi warehouse, fiscalised to local regulation, integrated with industrial weighing systems. The trial balance reconciles directly from operational events with full audit trail. The same architecture extends to food processing, building materials, logistics yards, manufacturing, and any industrial operation where reality is fragmented and digital control is weak.

System architecture

Reality enters the system through industrial protocols, becomes events, compounds into a governed log, and feeds the skills file that lets agents act safely back on the operation.

Physical operationFloor reality, weighing systems, sensors, peopleIndustrial protocolsModbus, OPC UA, BACnet, KNXEvent captureEvery action timestamped, signed, witnessedAppend-only event logImmutable. State derived, never edited.Skills file specificationEntities, states, rules, authorisations, evidenceAgent runtimeReads the file, queries the log, executes governed actionsGoverned actionsReturned to the operation through the same interface as a human actiongoverned feedback loop

Let's see if your operation fits.

We work with industrial operators where reality is fragmented and digital control is weak. If that describes your operation, tell us what you run.

Or email us directly at admir.malaj@weorchestrate.tech.