Unverified50% confidenceEventExact time
Every silent failure the author chased was discovered only when some person finally noticed a strange answer, never through tests or alerts, and several had already been running for weeks by the time they were noticed.
1
Sources
50%
Confidence
Long-term
Relevance
10/12/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedTwo consistent results (both passing or both failing) cannot serve as valid evidence for skipping a test; only a 'disagreement' — a change in result with the fixture bytes unchanged — constitutes the minimum valid observation67% similarUnverifiedDuring testing, the author fixed the problem of "long answers being cut off mid-way" by increasing the pause detection time and the maximum answer length.65% similarUnverifiedA drop in recall (evaluation passes but human judges fail) indicates blind spots—these failures are invisible in metrics until support tickets surge.62% similarUnverifiedIn context compression, average answer quality may remain stable, but a rare yet necessary piece of evidence may have quietly disappeared.62% similarUnverifiedCritic agent 逐条审视 Detector 提出的 pattern 并反驳站不住脚的结论，最终只保留三到四条最扎实的62% similar
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