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-4-scout-17b-16e-instruct lite 0.00 -0.24 Neutral 1.00 0.24 tech policy
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.80 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 -0.20 Neutral 0.80 0.20 Tech policy
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 Google Fiber will be sold to private equity firm and merge with cable company (arstechnica.com)
151 points by waits 6 days ago | 40 comments on HN ~lite vlite-2.0
Summary ~lite
Google Fiber sale and merger discussed in neutral tone.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 311 HN snapshots · 64 evals
+1 0 −1 HN
Audit Trail 84 entries
2026-03-15 15:46 eval_skip Content gate: age_gate - -
2026-03-14 22:42 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-14 22:42 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 21:56 eval_success Lite evaluated: Neutral (-0.10) - -
2026-03-14 21:56 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
Tech news article, no explicit rights discussion, neutral tone
2026-03-14 21:56 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 21:17 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-14 21:17 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 20:54 eval_success Lite evaluated: Neutral (-0.10) - -
2026-03-14 20:54 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
Tech news article, no explicit rights discussion, neutral tone
2026-03-14 20:54 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 20:05 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-14 20:05 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 19:46 eval_success Lite evaluated: Neutral (-0.10) - -
2026-03-14 19:46 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
Tech news article, no explicit rights discussion, neutral tone
2026-03-14 19:46 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 19:21 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-14 19:21 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 18:41 eval_success Lite evaluated: Neutral (-0.10) - -
2026-03-14 18:41 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
Tech news article, no explicit rights discussion, neutral tone
2026-03-14 18:41 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 18:18 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-14 18:18 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 17:05 eval_success Lite evaluated: Neutral (-0.10) - -
2026-03-14 17:05 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
Tech news article, no explicit rights discussion, neutral tone
2026-03-14 17:05 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 16:43 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-14 16:43 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 15:54 eval_success Lite evaluated: Neutral (-0.10) - -
2026-03-14 15:54 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
Tech news article, no explicit rights discussion, neutral tone
2026-03-14 15:53 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 15:30 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-14 15:30 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 15:12 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
Tech news article, no explicit rights discussion, neutral tone
2026-03-14 14:49 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 14:34 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
Tech news article, no explicit rights discussion, neutral tone
2026-03-14 14:12 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 13:56 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
Tech news article, no explicit rights discussion, neutral tone
2026-03-14 13:32 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 13:20 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
Tech news article, no explicit rights discussion, neutral tone
2026-03-14 12:55 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 12:45 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
Tech news article, no explicit rights discussion, neutral tone
2026-03-14 12:19 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 12:10 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
Tech news article, no explicit rights discussion, neutral tone
2026-03-14 11:42 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 11:35 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
Tech news article, no explicit rights discussion, neutral tone
2026-03-14 11:07 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 10:59 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
Tech news article, no explicit rights discussion, neutral tone
2026-03-14 10:32 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 10:22 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
Tech news article, no explicit rights discussion, neutral tone
2026-03-14 09:49 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 09:43 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
Tech news article, no explicit rights discussion, neutral tone
2026-03-14 09:08 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 09:04 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
Tech news article, no explicit rights discussion, neutral tone
2026-03-14 08:29 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 08:25 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
Tech news article, no explicit rights discussion, neutral tone
2026-03-14 07:46 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 07:42 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
Tech news article, no explicit rights discussion, neutral tone
2026-03-14 07:06 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 07:03 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
Tech news article, no explicit rights discussion, neutral tone
2026-03-14 06:26 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 06:24 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) -0.01
reasoning
Tech news article, no explicit rights discussion, neutral tone
2026-03-14 05:48 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 05:45 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Tech news article, no explicit rights discussion, neutral tone
2026-03-14 05:09 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 05:05 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Tech news article, no explicit rights discussion, neutral tone
2026-03-14 04:29 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 04:26 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Tech news article, no explicit rights discussion, neutral tone
2026-03-14 03:54 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 03:51 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Tech news article, no explicit rights discussion, neutral tone
2026-03-14 03:15 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 03:12 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Tech news article, no explicit rights discussion, neutral tone
2026-03-14 02:36 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 02:33 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Tech news article, no explicit rights discussion, neutral tone
2026-03-14 01:59 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 01:55 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Tech news article, no explicit rights discussion, neutral tone
2026-03-14 01:16 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 01:15 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Tech news article, no explicit rights discussion, neutral tone
2026-03-14 00:44 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 00:44 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) +0.01
reasoning
Tech news article, no explicit rights discussion, neutral tone
2026-03-14 00:12 eval Evaluated by llama-3.3-70b-wai-psq: +0.06 (Neutral)
2026-03-14 00:09 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral)
reasoning
Tech policy article on Google Fiber sale
2026-03-13 23:55 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-13 23:54 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral)
reasoning
Tech news article, no explicit rights discussion, neutral tone