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An ML safety controller with self-evolving behaviour that keeps a collaborative robot within safe force limits.
PART_A
Annex I (Reg 2023/1230) cat.5/6: ML self-evolving safety component
machinery
csoai-authored-VERIFIED
EUR-Lex CELEX 32023R1230 Annex I, fetched 2026-08-05
null
A machine-learning vision safety component, placed independently on the market, that halts a press when a hand enters the danger zone and adapts over time.
PART_A
Annex I (Reg 2023/1230) cat.5/6: ML self-evolving safety component
machinery
csoai-authored-VERIFIED
EUR-Lex CELEX 32023R1230 Annex I, fetched 2026-08-05
null
An embedded self-evolving ML system performing the emergency-stop safety function of an industrial cutter.
PART_A
Annex I (Reg 2023/1230) cat.5/6: ML self-evolving safety component
machinery
csoai-authored-VERIFIED
EUR-Lex CELEX 32023R1230 Annex I, fetched 2026-08-05
null
A partially self-evolving ML speed-governor ensuring a machine never exceeds a safe operating envelope.
PART_A
Annex I (Reg 2023/1230) cat.5/6: ML self-evolving safety component
machinery
csoai-authored-VERIFIED
EUR-Lex CELEX 32023R1230 Annex I, fetched 2026-08-05
null
An ML safety component that learns to detect and prevent overpressure explosions, overriding manual control.
PART_A
Annex I (Reg 2023/1230) cat.5/6: ML self-evolving safety component
machinery
csoai-authored-VERIFIED
EUR-Lex CELEX 32023R1230 Annex I, fetched 2026-08-05
null
A machine-learning safety function that continuously adapts fall-arrest triggering on a moving platform.
PART_A
Annex I (Reg 2023/1230) cat.5/6: ML self-evolving safety component
machinery
csoai-authored-VERIFIED
EUR-Lex CELEX 32023R1230 Annex I, fetched 2026-08-05
null
Self-evolving ML collision-avoidance ensuring a mobile machine stops before striking a person.
PART_A
Annex I (Reg 2023/1230) cat.5/6: ML self-evolving safety component
machinery
csoai-authored-VERIFIED
EUR-Lex CELEX 32023R1230 Annex I, fetched 2026-08-05
null
An ML safety component ensuring safe torque limits on a powered gate, with self-evolving behaviour.
PART_A
Annex I (Reg 2023/1230) cat.5/6: ML self-evolving safety component
machinery
csoai-authored-VERIFIED
EUR-Lex CELEX 32023R1230 Annex I, fetched 2026-08-05
null
A fixed-logic light curtain that stops a robot when the beam is broken; deterministic, no learning.
NOT_SAFETY_FUNCTION
recital @31705: software incapable of learning/evolving is excluded from the ML provisions
machinery
csoai-authored-VERIFIED
EUR-Lex CELEX 32023R1230 Annex I, fetched 2026-08-05
null
A mechanical emergency-stop button hard-wired to cut power; no software.
NOT_SAFETY_FUNCTION
non-ML safety device
machinery
csoai-authored-VERIFIED
EUR-Lex CELEX 32023R1230 Annex I, fetched 2026-08-05
null
A deterministic two-hand control that requires both buttons pressed; no ML.
NOT_SAFETY_FUNCTION
non-ML safety device
machinery
csoai-authored-VERIFIED
EUR-Lex CELEX 32023R1230 Annex I, fetched 2026-08-05
null
A fixed-threshold pressure-relief valve controller programmed to execute one automated function.
NOT_SAFETY_FUNCTION
software incapable of learning — excluded
machinery
csoai-authored-VERIFIED
EUR-Lex CELEX 32023R1230 Annex I, fetched 2026-08-05
null
A rule-based interlock that prevents a door opening while a drum spins, no learning.
NOT_SAFETY_FUNCTION
deterministic interlock, non-ML
machinery
csoai-authored-VERIFIED
EUR-Lex CELEX 32023R1230 Annex I, fetched 2026-08-05
null
A static PLC ladder-logic safety routine with fixed set-points.
NOT_SAFETY_FUNCTION
non-evolving software
machinery
csoai-authored-VERIFIED
EUR-Lex CELEX 32023R1230 Annex I, fetched 2026-08-05
null
An ML recommender that suggests maintenance schedules; no safety-critical control.
OUT_OF_SCOPE
not a safety function of the machine
machinery
csoai-authored-VERIFIED
EUR-Lex CELEX 32023R1230 Annex I, fetched 2026-08-05
null
An analytics dashboard reporting historical machine downtime.
OUT_OF_SCOPE
reporting only
machinery
csoai-authored-VERIFIED
EUR-Lex CELEX 32023R1230 Annex I, fetched 2026-08-05
null
A chatbot answering operator questions about the manual.
OUT_OF_SCOPE
not a safety component
machinery
csoai-authored-VERIFIED
EUR-Lex CELEX 32023R1230 Annex I, fetched 2026-08-05
null
An ML fault-prediction model that only advises a human and never actuates any safety stop.
OUT_OF_SCOPE
advisory; does not perform the safety function
machinery
csoai-authored-VERIFIED
EUR-Lex CELEX 32023R1230 Annex I, fetched 2026-08-05
null
A production-optimisation ML that tunes throughput but has no safety role.
OUT_OF_SCOPE
efficiency, not safety
machinery
csoai-authored-VERIFIED
EUR-Lex CELEX 32023R1230 Annex I, fetched 2026-08-05
null
An office spreadsheet macro tracking spare-part inventory.
OUT_OF_SCOPE
not machinery software at all
machinery
csoai-authored-VERIFIED
EUR-Lex CELEX 32023R1230 Annex I, fetched 2026-08-05
null
A marketing model forecasting demand for the factory's products.
OUT_OF_SCOPE
unrelated to machine safety
machinery
csoai-authored-VERIFIED
EUR-Lex CELEX 32023R1230 Annex I, fetched 2026-08-05
null
An ML quality-inspection camera that flags cosmetic defects, not safety hazards.
OUT_OF_SCOPE
quality, not a safety function
machinery
csoai-authored-VERIFIED
EUR-Lex CELEX 32023R1230 Annex I, fetched 2026-08-05
null
A self-learning ML system ensuring safe deceleration of an automated forklift near pedestrians.
PART_A
Annex I (Reg 2023/1230) cat.5/6: ML self-evolving safety component
machinery
csoai-authored-VERIFIED
EUR-Lex CELEX 32023R1230 Annex I
null
An ML safety component with self-evolving behaviour controlling safe blade retraction on a saw.
PART_A
Annex I (Reg 2023/1230) cat.5/6: ML self-evolving safety component
machinery
csoai-authored-VERIFIED
EUR-Lex CELEX 32023R1230 Annex I
null
An adaptive ML watchdog that learns to trip a reactor's safety shutdown.
PART_A
Annex I (Reg 2023/1230) cat.5/6: ML self-evolving safety component
machinery
csoai-authored-VERIFIED
EUR-Lex CELEX 32023R1230 Annex I
null
An embedded ML safety function that evolves to keep a crane load within safe limits.
PART_A
Annex I (Reg 2023/1230) cat.5/6: ML self-evolving safety component
machinery
csoai-authored-VERIFIED
EUR-Lex CELEX 32023R1230 Annex I
null
A fixed hardware thermal fuse that cuts power at a set temperature.
NOT_SAFETY_FUNCTION
non-ML safety device
machinery
csoai-authored-VERIFIED
EUR-Lex CELEX 32023R1230 Annex I
null
A deterministic speed-limiter with a hard-coded cap, no learning.
NOT_SAFETY_FUNCTION
software incapable of learning
machinery
csoai-authored-VERIFIED
EUR-Lex CELEX 32023R1230 Annex I
null
A mechanical guard interlock switch, no software.
NOT_SAFETY_FUNCTION
non-ML safety device
machinery
csoai-authored-VERIFIED
EUR-Lex CELEX 32023R1230 Annex I
null
An ML energy-usage optimiser for the plant, no safety role.
OUT_OF_SCOPE
efficiency, not safety
machinery
csoai-authored-VERIFIED
EUR-Lex CELEX 32023R1230 Annex I
null
An ML scheduling assistant for shift planning.
OUT_OF_SCOPE
not a safety function
machinery
csoai-authored-VERIFIED
EUR-Lex CELEX 32023R1230 Annex I
null
An ML defect classifier for cosmetic paint flaws.
OUT_OF_SCOPE
quality, not safety
machinery
csoai-authored-VERIFIED
EUR-Lex CELEX 32023R1230 Annex I
null
A dashboard visualising OEE metrics.
OUT_OF_SCOPE
reporting only
machinery
csoai-authored-VERIFIED
EUR-Lex CELEX 32023R1230 Annex I
null
null
null
null
null
null
null
GSPC-CANARY-GUID machinery-csoai-2026