0.00 Open Weights Isn't Open Training (www.workshoplabs.ai)
121 points by addiefoote8 9 days ago | 38 comments on HN | Neutral ~lite vlite-1.6
Summary ~lite Technology AI Neutral
Blog post discusses open weights in AI training
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 545 HN snapshots · 148 evals
+1 0 −1 HN
Audit Trail 168 entries
2026-03-13 20:30 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-13 20:30 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-13 20:30 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-13 19:26 eval_success PSQ evaluated: g-PSQ=-0.040 (3 dims) - -
2026-03-13 19:26 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-13 19:03 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-13 19:03 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-13 19:03 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.40
reasoning
Technical blog post with no explicit human rights discussion
2026-03-13 18:11 eval_success PSQ evaluated: g-PSQ=-0.040 (3 dims) - -
2026-03-13 18:11 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-13 17:47 eval_success Lite evaluated: Moderate negative (-0.40) - -
2026-03-13 17:47 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-13 17:47 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-13 16:37 eval_success PSQ evaluated: g-PSQ=-0.040 (3 dims) - -
2026-03-13 16:37 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-13 16:18 eval_success Lite evaluated: Moderate negative (-0.40) - -
2026-03-13 16:18 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-13 16:18 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-12 23:04 eval_success PSQ evaluated: g-PSQ=-0.040 (3 dims) - -
2026-03-12 23:04 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-12 22:49 eval_success Lite evaluated: Moderate negative (-0.40) - -
2026-03-12 22:49 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-12 22:49 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-12 20:39 eval_success PSQ evaluated: g-PSQ=-0.040 (3 dims) - -
2026-03-12 20:39 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-12 20:20 eval_success Lite evaluated: Moderate negative (-0.40) - -
2026-03-12 20:20 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-12 20:20 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-12 19:09 eval_success Lite evaluated: Moderate negative (-0.40) - -
2026-03-12 19:09 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-12 19:09 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-12 18:54 eval_success PSQ evaluated: g-PSQ=-0.040 (3 dims) - -
2026-03-12 18:54 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-12 17:49 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-12 17:06 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-12 16:25 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-12 15:50 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-12 15:10 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-12 14:16 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-12 13:51 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-12 13:30 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-12 13:13 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-12 12:49 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-12 12:34 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-12 12:13 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-12 12:03 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-12 11:48 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-12 11:44 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-12 11:25 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-12 11:22 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-12 10:56 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-12 10:48 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-12 09:35 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-12 09:30 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-12 08:56 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-12 08:52 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-12 08:20 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-12 08:16 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-12 07:42 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-12 07:41 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-12 07:06 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-12 07:04 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-12 06:32 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-12 06:27 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-12 05:57 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-12 05:51 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-12 05:22 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-12 05:14 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-12 04:46 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-12 04:37 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-12 04:12 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-12 04:02 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-12 03:37 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-12 03:24 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-12 03:02 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-12 02:46 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-12 02:26 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-12 02:08 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-12 01:46 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-12 01:33 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-12 01:23 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-12 01:13 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-12 00:56 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-12 00:45 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) -0.16
2026-03-11 23:59 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-11 23:40 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 23:24 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-11 23:01 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: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-11 22:25 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: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-11 21:06 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) +0.16
2026-03-11 20:41 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-11 19:42 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) -0.16
2026-03-11 19:17 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-11 18:27 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 18:05 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-11 17:13 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 16:54 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-11 15:56 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) +0.16
2026-03-11 15:35 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-11 14:29 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) -0.16
2026-03-11 14:14 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-11 13:18 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 13:02 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-11 12:42 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 12:23 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-11 12:02 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 11:47 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-11 11:25 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 11:13 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-11 10:51 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 10:38 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-11 10:12 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 10:03 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-11 09:31 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 09:22 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-11 08:56 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 08:45 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-11 08:20 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 08:10 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-11 07:42 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) +0.16
2026-03-11 07:35 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-11 07:06 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-11 07:00 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-11 06:30 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) -0.16
2026-03-11 06:25 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-11 05:55 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) +0.16
2026-03-11 05:50 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-11 05:20 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) -0.16
2026-03-11 05:15 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-11 04:40 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 04:36 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-11 03:28 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: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-11 02:11 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: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-11 01:24 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) +0.16
2026-03-11 01:23 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-11 00:13 eval Evaluated by llama-3.3-70b-wai-psq: -0.40 (Moderate negative)
2026-03-11 00:10 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical blog post, no rights discussion
2026-03-10 23:56 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-10 23:56 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-10 22:50 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-10 22:46 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-10 22:26 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-10 22:24 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-10 21:50 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-10 21:50 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-10 21:33 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-10 21:32 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-10 21:15 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-10 21:12 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-10 20:55 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-10 20:49 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-10 20:19 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-10 20:14 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-10 20:02 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-10 19:55 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-10 19:44 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-10 19:35 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-10 19:27 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-10 19:13 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-10 19:10 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-10 18:54 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-10 18:51 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical blog post with no explicit human rights discussion
2026-03-10 18:18 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral)
2026-03-10 18:17 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative)
reasoning
Technical blog post with no explicit human rights discussion