Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.87 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.90 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.80 0.00 Tech and Human Rights
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 -0.60 Mild negative 1.00 0.60 Technology
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-4-scout-17b-16e-instruct lite
Preamble ND ND ND ND
Article 1 ND ND ND ND
Article 2 ND ND ND ND
Article 3 ND ND ND ND
Article 4 ND ND ND ND
Article 5 ND ND ND ND
Article 6 ND ND ND ND
Article 7 ND ND ND ND
Article 8 ND ND ND ND
Article 9 ND ND ND ND
Article 10 ND ND ND ND
Article 11 ND ND ND ND
Article 12 ND ND ND ND
Article 13 ND ND ND ND
Article 14 ND ND ND ND
Article 15 ND ND ND ND
Article 16 ND ND ND ND
Article 17 ND ND ND ND
Article 18 ND ND ND ND
Article 19 ND ND ND ND
Article 20 ND ND ND ND
Article 21 ND ND ND ND
Article 22 ND ND ND ND
Article 23 ND ND ND ND
Article 24 ND ND ND ND
Article 25 ND ND ND ND
Article 26 ND ND ND ND
Article 27 ND ND ND ND
Article 28 ND ND ND ND
Article 29 ND ND ND ND
Article 30 ND ND ND ND
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