High risk
Safety components with self-evolving behavior, or AI ensuring a safety function, can land in the Annex I list.
From 20 January 2027 the Machinery Regulation (EU) 2023/1230 applies, with raised requirements for systems with self-evolving behavior. The briefing shows what changes and how a verifiable Behavior Reference (BR) supplies the material for the evidence.
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The Machinery Regulation (EU) 2023/1230 deals with self-evolving behavior head-on. If that touches your machines, three questions are now on the table.
Safety components with self-evolving behavior, or AI ensuring a safety function, can land in the Annex I list.
Those categories call for third-party conformity assessment — self-certification is then no longer an option.
Can you show that your specification decided how the machine behaves — and not a learning system?
Not a legal opinion. An orientation for engineering, quality and management — with a check that settles the question of exposure in a minute.
It is not legal advice and it replaces no conformity assessment. A normative behavior reference supplies the material for the evidence — the conformity assessment itself stays with the machine manufacturer.
And for their engineering, compliance and quality teams — wherever the evidence has to be defended later.
A passed acceptance test is a snapshot of a sample. Evidence has to hold beyond the moment it was taken.
In use on demanding lines in automotive and beverage filling; references and partners are named on request and with clearance. · Patented — granted internationally.
The next step
One briefing plus a 60-second check. Free, no obligation.