Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.57 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.40 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.90 0.00 No theme
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 -1.00 Moderate negative 0.50 1.00 —
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 "It Turns Out" (jsomers.net)
286 points by Munksgaard 20 hours ago | 89 comments on HN ~lite vlite-2.0
Summary ~lite
The blog post 'It Turns Out' appears to be a neutral and informative article with no visible threats or hostile language.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 489 HN snapshots · 48 evals
+1 0 −1 HN
Audit Trail 68 entries
2026-03-05 07:29 eval_success PSQ evaluated: g-PSQ=-0.209 (3 dims) - -
2026-03-05 07:29 eval Evaluated by llama-4-scout-wai-psq: -0.21 (Mild negative) 0.00
2026-03-05 06:29 eval_success PSQ evaluated: g-PSQ=0.000 (3 dims) - -
2026-03-05 06:29 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-05 04:40 eval_success PSQ evaluated: g-PSQ=-0.209 (3 dims) - -
2026-03-05 04:40 eval Evaluated by llama-4-scout-wai-psq: -0.21 (Mild negative)
2026-03-05 04:21 eval_success PSQ evaluated: g-PSQ=0.000 (3 dims) - -
2026-03-05 04:21 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral)
2026-03-05 04:08 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-05 04:08 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
CSS code, no rights discussion
2026-03-05 04:08 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-05 04:05 eval_success Lite evaluated: Moderate negative (-0.40) - -
2026-03-05 04:05 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content appears to be a blog post with styling and script tags, but no explicit human rights discussion.
2026-03-05 03:30 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-05 03:30 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-05 03:30 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
CSS code, no rights discussion
2026-03-05 03:24 eval_success Lite evaluated: Moderate negative (-0.40) - -
2026-03-05 03:24 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content appears to be a blog post with styling and script tags, but no explicit human rights discussion.
2026-03-05 03:16 eval_success Lite evaluated: Moderate negative (-0.40) - -
2026-03-05 03:16 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content appears to be a blog post with styling and script tags, but no explicit human rights discussion.
2026-03-05 02:52 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-05 02:52 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
CSS code, no rights discussion
2026-03-05 02:52 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-05 02:42 eval_success Lite evaluated: Moderate negative (-0.40) - -
2026-03-05 02:42 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content appears to be a blog post with styling and script tags, but no explicit human rights discussion.
2026-03-05 02:15 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-05 02:15 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
CSS code, no rights discussion
2026-03-05 02:15 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-05 02:02 eval_success Lite evaluated: Moderate negative (-0.40) - -
2026-03-05 02:02 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content appears to be a blog post with styling and script tags, but no explicit human rights discussion.
2026-03-05 01:42 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-05 01:42 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
CSS code, no rights discussion
2026-03-05 01:42 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-05 01:20 eval_success Lite evaluated: Moderate negative (-0.40) - -
2026-03-05 01:20 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content appears to be a blog post with styling and script tags, but no explicit human rights discussion.
2026-03-05 01:15 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content appears to be a blog post with styling and script tags, but no explicit human rights discussion.
2026-03-05 01:05 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
CSS code, no rights discussion
2026-03-05 00:39 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content appears to be a blog post with styling and script tags, but no explicit human rights discussion.
2026-03-05 00:29 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
CSS code, no rights discussion
2026-03-05 00:24 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
CSS code, no rights discussion
2026-03-04 23:59 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) -0.40
reasoning
The content appears to be a blog post with styling and script tags, but no explicit human rights discussion.
2026-03-04 23:48 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
CSS code, no rights discussion
2026-03-04 23:23 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.40
reasoning
The content appears to be a blog post with styling and script tags, but no explicit human rights discussion.
2026-03-04 23:18 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content appears to be a blog post with styling and script tags, but no explicit human rights discussion.
2026-03-04 23:10 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
CSS code, no rights discussion
2026-03-04 23:05 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
CSS code, no rights discussion
2026-03-04 22:34 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content appears to be a blog post with styling and script tags, but no explicit human rights discussion.
2026-03-04 22:25 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
CSS code, no rights discussion
2026-03-04 21:56 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content appears to be a blog post with styling and script tags, but no explicit human rights discussion.
2026-03-04 21:52 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
CSS code, no rights discussion
2026-03-04 21:51 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content appears to be a blog post with styling and script tags, but no explicit human rights discussion.
2026-03-04 21:18 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
CSS code, no rights discussion
2026-03-04 21:15 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content appears to be a blog post with styling and script tags, but no explicit human rights discussion.
2026-03-04 21:13 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
CSS code, no rights discussion
2026-03-04 20:32 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content appears to be a blog post with styling and script tags, but no explicit human rights discussion.
2026-03-04 20:32 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
CSS code, no rights discussion
2026-03-04 20:26 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
CSS code, no rights discussion
2026-03-04 19:50 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content appears to be a blog post with styling and script tags, but no explicit human rights discussion.
2026-03-04 19:49 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) +0.70
reasoning
CSS code, no rights discussion
2026-03-04 19:01 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content appears to be a blog post with styling and script tags, but no explicit human rights discussion.
2026-03-04 19:00 eval Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
reasoning
CSS code, no rights discussion
2026-03-04 18:00 eval Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
reasoning
CSS code, no rights discussion
2026-03-04 17:59 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content appears to be a blog post with styling and script tags, but no explicit human rights discussion.
2026-03-04 16:33 eval Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
reasoning
CSS code, no rights discussion
2026-03-04 16:32 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content appears to be a blog post with styling and script tags, but no explicit human rights discussion.
2026-03-04 15:52 eval Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
reasoning
CSS code, no rights discussion
2026-03-04 15:49 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative)
reasoning
The content appears to be a blog post with styling and script tags, but no explicit human rights discussion.
2026-03-04 15:48 eval Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative)
reasoning
CSS code, no rights discussion