A thread you can test
Environment & Safety
2 notes move from the word to a real choice at work — understand it first, then decide whether to use it.
Each note stands alone, or becomes the next step in this thread.
THE QUESTION THIS PAGE ANSWERS
ANSWER FIRSTWhat is Environment & Safety, and which AI decisions does it change?
Model config, tech-stack lock-in, data format taxonomy, and must-know traps like isComposing This page keeps the related concepts, common mistakes, and practical notes in one reading thread.
First decide whether you are blocked by a definition, a choice, or verification; then choose the closest of the 2 notes below.
Start with “Write Environment Facts into Rules,” then restate the conclusion using your own task.
Do not treat every method in a topic as interchangeable. The answer changes with the input, risk, and acceptance bar.
THIS QUESTION THREAD
Put the word back inside the choice it changes.
Write Environment Facts into Rules
Model config, tech-stack lock-in, data format taxonomy, and must-know traps like isComposing
Three Gates for Destructive Operations
Backup the DB first; provide a rollback plan for irreversible ops; diff review before release