Engineering2 Mar 2026· 12 min read
How Featherline agents reason about root cause
A working note on how we ground LLM reasoning in MES events, historian signals, and SOPs, without hallucinating actions onto your line.
Aesthon Labs·Product team
Insights · Engineering
Engineering.
How Featherline is built — agents, twin, integrations. Working notes from the team on reasoning loops, MES event grounding, evaluation, and the operational details that make industrial AI ship.
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