ND Who Writes the Bugs? A Deeper Look at 125,000 Kernel Vulnerabilities (pebblebed.com)
69 points by MBCook 22 hours ago | 21 comments on HN ~lite vlite-2.0
Summary ~lite
Analysis of 125,000 kernel vulnerabilities reveals insights into bug introduction, fixing, and prevention.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 62 HN snapshots · 9 evals
+1 0 −1 HN
Audit Trail 22 entries
2026-03-05 05:08 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-05 05:08 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive)
2026-03-05 05:01 eval_success PSQ evaluated: g-PSQ=0.162 (3 dims) - -
2026-03-05 05:01 eval Evaluated by llama-3.3-70b-wai-psq: +0.16 (Mild positive)
2026-03-04 21:40 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-04 21:40 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) +0.26
reasoning
Technical blog post on kernel bugs
2026-03-04 21:40 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-04 21:00 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-04 21:00 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical analysis of kernel vulnerabilities, no explicit human rights discussion
2026-03-04 21:00 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-04 20:57 eval_success Lite evaluated: Mild negative (-0.26) - -
2026-03-04 20:57 eval Evaluated by llama-3.3-70b-wai: -0.26 (Mild negative) -0.22
reasoning
Technical blog post on kernel bugs
2026-03-04 20:24 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-04 20:24 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical analysis of kernel vulnerabilities, no explicit human rights discussion
2026-03-04 20:24 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-04 20:22 eval_success Lite evaluated: Neutral (-0.04) - -
2026-03-04 20:22 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) +0.22
reasoning
Technical blog post on kernel bugs
2026-03-04 19:43 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-04 19:43 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative)
reasoning
Technical analysis of kernel vulnerabilities, no explicit human rights discussion
2026-03-04 19:43 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-04 19:43 eval_success Lite evaluated: Mild negative (-0.26) - -
2026-03-04 19:43 eval Evaluated by llama-3.3-70b-wai: -0.26 (Mild negative)
reasoning
Technical blog post on kernel bugs