Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.10 -1.00 Moderate negative 0.50 1.00 Child Safety
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.73 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.40 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite -0.20 -0.60 Moderate negative 0.70 0.49 Child Safety Surveillance
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
+0.10 Online age-verification tools for child safety are surveilling adults (www.cnbc.com)
656 points by bilsbie 3 days ago | 341 comments on HN | Moderate negative ~lite vlite-1.6
Summary ~lite Child Safety Acknowledges
Article discusses online age-verification tools and their privacy implications.
EQ 0.00
SO 0.00
TD 0.00
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal 1031 HN snapshots · 121 evals
+1 0 −1 HN
Audit Trail 141 entries
2026-03-13 22:11 eval_success Lite evaluated: Moderate negative (-0.34) - -
2026-03-13 22:11 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-13 22:11 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-13 21:19 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-13 21:19 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 20:33 eval_success Lite evaluated: Moderate negative (-0.34) - -
2026-03-13 20:33 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-13 20:33 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-13 19:31 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-13 19:31 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 19:08 eval_success Lite evaluated: Moderate negative (-0.34) - -
2026-03-13 19:08 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) -0.06
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-13 19:08 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-13 18:15 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-13 18:15 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 17:54 eval_success Lite evaluated: Mild negative (-0.28) - -
2026-03-13 17:54 eval Evaluated by llama-4-scout-wai: -0.28 (Mild negative) +0.06
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-13 17:54 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-13 16:41 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-13 16:41 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 16:22 eval_success Lite evaluated: Moderate negative (-0.34) - -
2026-03-13 16:22 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-13 16:22 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-12 23:10 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-12 23:10 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-12 22:54 eval_success Lite evaluated: Moderate negative (-0.34) - -
2026-03-12 22:54 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-12 22:54 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-12 20:45 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-12 20:45 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-12 20:27 eval_success Lite evaluated: Moderate negative (-0.34) - -
2026-03-12 20:27 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-12 20:27 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-12 19:19 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-12 18:45 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-12 17:37 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-12 17:17 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-12 16:14 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-12 15:57 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-12 14:48 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-12 14:28 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-11 23:25 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-11 23:21 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 22:47 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-11 22:43 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 21:56 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-11 21:46 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 20:42 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-11 20:25 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 19:19 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-11 19:09 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 18:09 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-11 17:57 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 16:56 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-11 16:43 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 15:42 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-11 15:18 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 14:17 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-11 14:04 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 13:06 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-11 12:54 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 12:26 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-11 12:16 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 11:50 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-11 11:40 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 11:15 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-11 11:06 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 10:41 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-11 10:29 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 10:05 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-11 09:51 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 09:25 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-11 09:11 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 08:49 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-11 08:34 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 08:12 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-11 07:57 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 07:37 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-11 07:19 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 07:02 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-11 06:43 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 06:27 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-11 06:06 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 05:52 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-11 05:30 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 05:17 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-11 04:50 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 04:35 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-11 03:39 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 03:20 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-11 02:23 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 02:08 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-11 01:40 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 01:23 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-11 00:54 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 00:11 eval Evaluated by llama-3.3-70b-wai-psq: -0.24 (Mild negative)
2026-03-11 00:08 eval Evaluated by llama-3.3-70b-wai: -0.36 (Moderate negative)
reasoning
CNBC article on child safety and AI surveillance
2026-03-10 23:58 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-10 23:02 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-10 22:51 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-10 22:33 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-10 22:28 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-10 22:15 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-10 22:10 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-10 21:41 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-10 21:35 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) -0.06
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-10 21:23 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-10 21:17 eval Evaluated by llama-4-scout-wai: -0.28 (Mild negative) +0.06
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-10 21:04 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-10 20:55 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-10 20:42 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-10 20:19 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-10 20:07 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-10 20:02 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-10 19:48 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-10 19:45 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) -0.06
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-10 19:28 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-10 19:27 eval Evaluated by llama-4-scout-wai: -0.28 (Mild negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-10 19:10 eval Evaluated by llama-4-scout-wai: -0.28 (Mild negative) +0.06
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-10 19:08 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-10 18:51 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-10 18:47 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-10 18:17 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-10 18:11 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-10 17:59 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-10 17:50 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-10 17:30 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-10 17:15 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-10 16:55 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-10 16:36 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-10 16:17 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-10 15:59 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-10 15:43 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-10 15:26 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-10 15:15 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-10 14:48 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-10 14:42 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-10 14:16 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-10 14:13 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug
2026-03-10 13:43 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive)
2026-03-10 13:40 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative)
reasoning
The content provided appears to be CSS styles and does not directly discuss human rights. However, the article title sug