Verification Loop
An operational pattern that converges quality by repeatedly testing, reviewing, and retrying AI-generated outputs
#Verification Loop#validation loop#test-review-retry cycle#quality convergence
What is a Verification Loop?
A verification loop is an operational pattern where AI outputs are repeatedly tested, reviewed, and retried until they meet quality thresholds.
Why is it required?
As generation speed increases, errors can accumulate just as quickly. Without a loop, rework cost often appears late and grows sharply.
Team implementation
Fix done criteria, automated tests, and manual approval gates so consistency does not depend on individual style.