Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.80 — —
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.10 -0.20 Neutral 0.80 0.24 cybersecurity
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.70 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 -0.60 Mild negative 0.80 0.60 Cybersecurity
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @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
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 Cyberattack on vehicle breathalyzer company leaves drivers stranded in the US (techcrunch.com)
181 points by speckx 10 days ago | 208 comments on HN ~lite vlite-2.0
Summary ~lite
Cyberattack on vehicle breathalyzer company leaves drivers stranded in the US.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 363 HN snapshots · 132 evals
+1 0 −1 HN
Audit Trail 152 entries
2026-03-27 01:27 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-27 01:27 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-27 01:07 eval_success Lite evaluated: Neutral (-0.02) - -
2026-03-27 01:07 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-26 23:54 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-26 23:54 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-26 23:28 eval_success Lite evaluated: Neutral (-0.02) - -
2026-03-26 23:28 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-26 22:35 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-26 22:35 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-26 22:16 eval_success Lite evaluated: Neutral (-0.02) - -
2026-03-26 22:16 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-26 21:41 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-26 21:41 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-26 21:22 eval_success Lite evaluated: Neutral (-0.02) - -
2026-03-26 21:22 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-26 20:43 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-26 20:43 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-26 20:25 eval_success Lite evaluated: Neutral (-0.02) - -
2026-03-26 20:25 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-26 19:42 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-26 19:42 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-26 19:29 eval_success Lite evaluated: Neutral (-0.02) - -
2026-03-26 19:29 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-26 18:47 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-26 18:47 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-26 18:33 eval_success Lite evaluated: Neutral (-0.02) - -
2026-03-26 18:33 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-26 17:04 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-26 17:04 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-26 16:51 eval_success Lite evaluated: Neutral (-0.02) - -
2026-03-26 16:51 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-25 23:42 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-25 23:42 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-25 23:26 eval_success Lite evaluated: Neutral (-0.02) - -
2026-03-25 23:26 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-25 22:25 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-25 22:25 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-25 21:35 eval_success Lite evaluated: Neutral (-0.02) - -
2026-03-25 21:35 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) -0.06
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-25 20:29 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-25 20:21 eval Evaluated by llama-4-scout-wai: +0.04 (Neutral) +0.06
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-25 19:17 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-25 19:07 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-25 18:08 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-25 17:38 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-25 16:55 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-25 16:18 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-25 15:39 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-25 15:00 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) -0.06
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-25 14:06 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-25 13:48 eval Evaluated by llama-4-scout-wai: +0.04 (Neutral) +0.06
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-25 04:17 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-25 04:11 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-25 03:09 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-25 03:03 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-25 01:51 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-25 01:42 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-25 00:45 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-24 23:57 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-24 22:53 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-24 22:43 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-24 21:37 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-24 21:17 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-24 20:15 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-24 19:35 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-24 19:13 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-24 18:22 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-24 18:03 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-24 16:54 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-24 16:38 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-24 15:33 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-24 15:18 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-24 14:51 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-24 14:40 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-24 14:13 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-24 14:01 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-24 13:37 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-24 13:25 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-24 13:00 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-24 12:50 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) -0.06
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-24 12:21 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-24 12:15 eval Evaluated by llama-4-scout-wai: +0.04 (Neutral) +0.06
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-24 11:42 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-24 11:37 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-24 11:05 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-24 11:02 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-24 10:30 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-24 10:26 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-24 09:51 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-24 09:45 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-24 09:09 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-24 09:07 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-24 08:30 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-24 08:29 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-24 07:50 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-24 07:47 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-24 07:10 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) -0.06
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-24 07:07 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-24 06:28 eval Evaluated by llama-4-scout-wai: +0.04 (Neutral) +0.06
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-24 06:24 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-24 05:46 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-24 05:42 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-24 05:06 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-24 05:02 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-24 04:31 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-24 04:24 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-24 03:56 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-24 03:47 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-24 03:17 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-24 03:10 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-24 02:41 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-24 02:34 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-24 02:01 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-24 01:52 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-24 01:26 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-24 01:21 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-24 00:48 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-24 00:39 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-24 00:14 eval Evaluated by llama-3.3-70b-wai-psq: -0.24 (Mild negative)
2026-03-24 00:10 eval Evaluated by llama-3.3-70b-wai: -0.24 (Mild negative)
reasoning
Tech news, neutral stance, some transparency
2026-03-23 23:47 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-23 23:29 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 23:06 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-23 22:48 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 22:29 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-23 22:07 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 21:50 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-23 21:29 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 21:11 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-23 20:51 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 20:35 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-23 20:12 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 19:54 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-23 19:31 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 19:17 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-23 18:53 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 18:40 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-23 18:13 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 18:04 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-23 17:37 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 17:29 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-23 16:56 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 16:50 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-23 16:15 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 16:11 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) 0.00
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-23 15:34 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 15:31 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral) -0.06
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-23 14:57 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 14:56 eval Evaluated by llama-4-scout-wai: +0.04 (Neutral) +0.06
reasoning
TechCrunch article on cyberattack, no explicit rights discussion
2026-03-23 14:22 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-23 14:21 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral)
reasoning
TechCrunch article on cyberattack, no explicit rights discussion