OPENTECHNICAL PUBLICATION
OT-2026-000000354

Prompt engineering for artificial intelligence assisted industrial automation device troubleshooting

Published: 2026-09-15T19:02:47.081969Z
Permanent URL: https://opentechnical.org/p/OT-2026-000000354
Categories: Sensors, Controls & Machine Vision > Industrial Control

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ABSTRACT

The present technology relates to artificial intelligence assisted device
troubleshooting. In an implementation, an interface service of a human machine
interface application trains a machine learning model on the content of an
embeddings database. The interface service then receives an input comprising a
context of an automation system design. The interface service generates a
prompt that includes an instruction for the ML model to identify an anomaly
type associated with the context of the automation system design and to
generate a solution that addresses the anomaly type. The interface service
transmits the prompt to the ML model and receives a response from the ML model
that includes the anomaly type and the requested solution. After receiving a
response, the interface service may modify the automation system design based
on the content of the response and surface a graphical user interface that
includes the modified design.

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OpenTechnical publication OT-2026-000000354
Published 2026-09-15T19:02:47.081969Z
https://opentechnical.org/p/OT-2026-000000354