1 source filed · ZH 1
First-hand: 117 AI-flagged issues each turned into a gtest: 36 confirmed red, 3 refuted, 41 source-only, 37 unverified. AI mapped 11 days of WARN logs (678k lines, 34 call sites) to 5 real defects with 0 false positives; a PR web diff showed about 2% of the real change; multi-agent voting amplified a shared wrong conclusion. AI severity ratings unstable. AI-proposed fixes need review (int truncation). Recommends 4-tier evidence labels.
1 source filed · ZH 1
70k+ kernel patches reviewed in production for ANCK: gate accuracy 97%, merge rate 62%; backport consistency comments adopted 70.4% at 99.8% accuracy vs in-house PR review comments adopted 41.8% at 73.6% accuracy; domain tuning +17-30% review quality across 6 domains.
1 source filed · ZH 1
CAICT survey to May 2026: 67.3% of software firms run AI in production, 31.2% have agents embedded in core dev flow. AI codegen tool penetration 54.4%, automated testing 49.1%. Tencent more than 50k devs on AI coding. L1-L5 harness maturity model; case table (Yixin auto-finance agent 16 h runs, 65% autonomous delivery). Cites 'pure coding demand -47%' from a vendor-mixed survey (weak); 63 pp.