Three moves, cheapest first · the gate decides what may conclude
in-app
reports
noise filter
heuristics · no model
dedupe
assembles the corpus
local + GitHub
schema gate
diagnose
one model call
against the source
noise
test test asdf
diagnosed
file · cause · fix
duplicate
linked · closed
needs-info
abstains, no guess