This is when not to use AI because the input itself is too sensitive
Sometimes the risk is not a wrong answer. It is handing a service the very document, conversation, or record the task depends on.
Pillar
Sometimes the risk is not a wrong answer. It is handing a service the very document, conversation, or record the task depends on.
Some questions ask for an explanation. Others ask what is true right now. The difference decides whether a plausible answer is useful or stale.
One confident paragraph can mix facts, inferences, suggestions, and unknowns. The useful skill is seeing the seams.
A polished agreement may be conversation behavior, not independent confirmation. Restate the problem neutrally and ask what evidence could disprove your preferred view.
Current-chat context, optional memory, saved account history, and the brief you carry forward are different things. Treat them as separate boundaries.
Two answers to the same question can differ without either difference proving truth or failure. Compare what stayed stable, what varied, and what needs evidence.
An image can support observations, suggest possibilities, and leave important facts unknowable. Ask AI to keep those categories separate.
Your kid may already be using it. The useful question is which uses, with how much supervision, and which details never belong in the chat.
Not a philosophy debate. A working dial: what to accept as-is, what to verify, and what AI never decides, sorted by what’s at stake.
It will invent a plausible answer rather than say "I don’t know," and it will do it in the same confident voice. Here’s the shape of the failure and how to live with it.
No math, no jargon, one honest mental model. Once you know what it’s actually doing, everything else on this site makes more sense.
Everyone quietly suspects everyone else already knows how to use AI. Here’s the same feeling from 1997, and why it was wrong then too.