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 0.00 -0.20 Neutral 0.90 0.20 Technology
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-4-scout-17b-16e-instruct lite Delta
Preamble ND ND
Article 1 ND ND
Article 2 ND ND
Article 3 ND ND
Article 4 ND ND
Article 5 ND ND
Article 6 ND ND
Article 7 ND ND
Article 8 ND ND
Article 9 ND ND
Article 10 ND ND
Article 11 ND ND
Article 12 ND ND
Article 13 ND ND
Article 14 ND ND
Article 15 ND ND
Article 16 ND ND
Article 17 ND ND
Article 18 ND ND
Article 19 ND ND
Article 20 ND ND
Article 21 ND ND
Article 22 ND ND
Article 23 ND ND
Article 24 ND ND
Article 25 ND ND
Article 26 ND ND
Article 27 ND ND
Article 28 ND ND
Article 29 ND ND
Article 30 ND ND
ND Amazon holds engineering meeting following AI-related outages (www.ft.com)
113 points by petethomas 3 days ago | 94 comments on HN ~lite vlite-2.0
Summary ~lite
Amazon holds engineering meeting after AI-related outages.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 80 HN snapshots · 75 evals
+1 0 −1 HN
Audit Trail 95 entries
2026-03-12 13:46 eval_skip Content gate: bot_protection - -
2026-03-11 21:29 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-11 21:29 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 21:16 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-11 21:16 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about Amazon's AI-related outages, no explicit rights discussion
2026-03-11 21:16 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-11 20:08 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-11 20:08 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 19:51 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-11 19:51 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about Amazon's AI-related outages, no explicit rights discussion
2026-03-11 19:51 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-11 18:58 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-11 18:58 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 18:39 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-11 18:39 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about Amazon's AI-related outages, no explicit rights discussion
2026-03-11 18:39 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-11 17:44 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-11 17:44 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 17:30 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-11 17:30 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about Amazon's AI-related outages, no explicit rights discussion
2026-03-11 17:30 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-11 16:32 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-11 16:32 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 16:15 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-11 16:15 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about Amazon's AI-related outages, no explicit rights discussion
2026-03-11 16:15 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-11 15:05 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-11 15:05 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 14:49 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-11 14:49 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about Amazon's AI-related outages, no explicit rights discussion
2026-03-11 14:49 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-11 13:51 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-11 13:51 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 13:34 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about Amazon's AI-related outages, no explicit rights discussion
2026-03-11 04:20 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 04:11 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about Amazon's AI-related outages, no explicit rights discussion
2026-03-11 03:04 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 02:49 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about Amazon's AI-related outages, no explicit rights discussion
2026-03-11 01:20 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 01:12 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about Amazon's AI-related outages, no explicit rights discussion
2026-03-10 23:52 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 23:35 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about Amazon's AI-related outages, no explicit rights discussion
2026-03-10 22:08 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 21:59 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about Amazon's AI-related outages, no explicit rights discussion
2026-03-10 20:38 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 20:30 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about Amazon's AI-related outages, no explicit rights discussion
2026-03-10 18:40 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 18:31 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about Amazon's AI-related outages, no explicit rights discussion
2026-03-10 17:41 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about Amazon's AI-related outages, no explicit rights discussion
2026-03-10 17:10 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 17:05 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about Amazon's AI-related outages, no explicit rights discussion
2026-03-10 16:31 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 16:26 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about Amazon's AI-related outages, no explicit rights discussion
2026-03-10 15:54 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 15:51 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about Amazon's AI-related outages, no explicit rights discussion
2026-03-10 15:14 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about Amazon's AI-related outages, no explicit rights discussion
2026-03-10 15:04 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 14:37 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about Amazon's AI-related outages, no explicit rights discussion
2026-03-10 14:07 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 13:59 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about Amazon's AI-related outages, no explicit rights discussion
2026-03-10 13:25 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about Amazon's AI-related outages, no explicit rights discussion
2026-03-10 12:57 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 12:49 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about Amazon's AI-related outages, no explicit rights discussion
2026-03-10 09:57 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 09:56 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about Amazon's AI-related outages, no explicit rights discussion
2026-03-10 09:40 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 09:38 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about Amazon's AI-related outages, no explicit rights discussion
2026-03-10 09:23 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about Amazon's AI-related outages, no explicit rights discussion
2026-03-10 09:22 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 09:08 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about Amazon's AI-related outages, no explicit rights discussion
2026-03-10 09:04 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 08:52 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about Amazon's AI-related outages, no explicit rights discussion
2026-03-10 08:47 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 08:37 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about Amazon's AI-related outages, no explicit rights discussion
2026-03-10 08:29 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 08:22 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about Amazon's AI-related outages, no explicit rights discussion
2026-03-10 08:12 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 08:04 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about Amazon's AI-related outages, no explicit rights discussion
2026-03-10 07:52 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 07:48 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about Amazon's AI-related outages, no explicit rights discussion
2026-03-10 07:43 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about Amazon's AI-related outages, no explicit rights discussion
2026-03-10 07:34 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 07:25 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about Amazon's AI-related outages, no explicit rights discussion
2026-03-10 07:16 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 07:08 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about Amazon's AI-related outages, no explicit rights discussion
2026-03-10 06:58 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 06:49 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about Amazon's AI-related outages, no explicit rights discussion
2026-03-10 06:40 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 06:32 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about Amazon's AI-related outages, no explicit rights discussion
2026-03-10 06:19 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 06:11 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about Amazon's AI-related outages, no explicit rights discussion
2026-03-10 06:01 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 05:56 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about Amazon's AI-related outages, no explicit rights discussion
2026-03-10 05:42 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-10 05:41 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral)
reasoning
Technical article about Amazon's AI-related outages, no explicit rights discussion