DevOps adds only-report-high-confidence wording, yet style nits still flood civic repos. What does that show?
Select an answer to reveal the explanation.
Short Explanation
Saying "only high confidence" is like telling a meter reader "only report important stuff"—still fuzzy. Specific categorical criteria beat vague confidence filters.
Full Explanation
DevOps often tries to quiet noisy civic review with "only report high-confidence findings," yet style nits still flood repos. That outcome shows a prompt-engineering fact: general confidence language does not beat specific categorical criteria for cutting false positives. Confidence is subjective and still lets the model emit low-value style comments it feels sure about. Report-versus-skip categories (for example, report security and correctness; skip local formatting taste) constrain the decision space more tightly than a confidence adjective.
Claiming confidence wording alone always eliminates every style false positive fails empirically and conceptually—the stem's residual nits are the counterexample. Asserting that style nits cannot be constrained by any prompt criteria fails because categorical skip lists and examples routinely suppress them when written clearly. Banning all automated review tools permanently fails as a remedy: it throws away useful security and bug signal instead of fixing the prompt contract that produced the noise.
Exam caveat: categorical criteria outperform vague confidence filters; they still need maintenance when new nit patterns appear, and confidence thresholds can complement—but not replace—categories. Operational check: replace "high confidence only" with explicit report/skip lists plus examples, re-run on the same civic PRs, and compare style-nit volume versus retained security findings.