Confidence-Aware Response
AI replies can sound sure even when they're guessing. I mark the shaky parts in the answer itself.
A clear system usually helps the first year. After that,
about two in five teams end up rewriting large parts of it
because tokens drift from how people actually ship. The names that survive are the
ones tied to real decisions, not abstract layers.
Without a shared review habit, drift often shows up within a few release cycles.
So the durable part is usually the governance, not the first set of components.
I'd expect the next rewrite to start from the tokens that still match production, not from a blank page.
If every line looks equally confident, people believe the guesses too. I stream the reply first so you can read it, then fade the marks in. Most stay quiet. The ones that shouldn't read as fact get an amber caution.
Hover or tap a marked phrase for why, or switch the marks off to compare.