ND Warranty Void If Regenerated (nearzero.software)
519 points by Stwerner 9 days ago | 320 comments on HN ~lite vlite-2.0
Summary ~lite
Technical webpage with font definitions, neutral tone, no explicit threats.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 882 HN snapshots · 132 evals
+1 0 −1 HN
Audit Trail 152 entries
2026-03-22 02:27 eval_success PSQ evaluated: g-PSQ=-0.049 (3 dims) - -
2026-03-22 02:27 eval Evaluated by llama-4-scout-wai-psq: -0.05 (Neutral) 0.00
2026-03-22 02:10 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-22 02:10 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-22 02:10 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-22 00:57 eval_success PSQ evaluated: g-PSQ=-0.049 (3 dims) - -
2026-03-22 00:57 eval Evaluated by llama-4-scout-wai-psq: -0.05 (Neutral) +0.01
2026-03-22 00:53 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-22 00:53 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-22 00:53 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-21 23:45 eval_success PSQ evaluated: g-PSQ=-0.060 (3 dims) - -
2026-03-21 23:45 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) 0.00
2026-03-21 23:28 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-21 23:28 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-21 23:28 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-21 22:30 eval_success PSQ evaluated: g-PSQ=-0.060 (3 dims) - -
2026-03-21 22:30 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) 0.00
2026-03-21 22:09 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-21 22:09 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-21 22:09 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-21 20:43 eval_success PSQ evaluated: g-PSQ=-0.060 (3 dims) - -
2026-03-21 20:43 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) -0.36
2026-03-21 20:27 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-21 20:27 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-21 20:27 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-20 22:32 eval_success PSQ evaluated: g-PSQ=0.300 (3 dims) - -
2026-03-20 22:32 eval Evaluated by llama-4-scout-wai-psq: +0.30 (Moderate positive) +0.25
2026-03-20 22:12 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-20 22:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-20 22:12 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-20 20:23 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-20 20:23 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-20 20:23 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-20 20:23 eval Evaluated by llama-4-scout-wai-psq: +0.05 (Neutral) +0.10
2026-03-20 19:48 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-20 19:45 eval Evaluated by llama-4-scout-wai-psq: -0.05 (Neutral) +0.01
2026-03-20 18:38 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-20 18:34 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) 0.00
2026-03-20 18:01 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-20 17:55 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) 0.00
2026-03-20 17:08 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-20 17:04 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) 0.00
2026-03-20 15:50 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-20 15:47 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) -0.01
2026-03-20 15:07 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-20 15:03 eval Evaluated by llama-4-scout-wai-psq: -0.05 (Neutral) +0.01
2026-03-20 14:30 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-20 14:24 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) -0.01
2026-03-20 13:55 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-20 13:47 eval Evaluated by llama-4-scout-wai-psq: -0.05 (Neutral) +0.01
2026-03-20 13:20 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-20 13:11 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) 0.00
2026-03-20 12:42 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-20 12:29 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) 0.00
2026-03-20 12:00 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-20 11:46 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) 0.00
2026-03-20 11:23 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-20 11:05 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) 0.00
2026-03-20 10:44 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-20 10:27 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) 0.00
2026-03-20 10:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-20 09:48 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) -0.01
2026-03-20 09:27 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-20 09:09 eval Evaluated by llama-4-scout-wai-psq: -0.05 (Neutral) +0.01
2026-03-20 08:49 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-20 08:28 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) -0.38
2026-03-20 08:10 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-20 07:47 eval Evaluated by llama-4-scout-wai-psq: +0.32 (Moderate positive) +0.38
2026-03-20 07:29 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-20 07:07 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) 0.00
2026-03-20 06:46 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-20 06:27 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) -0.01
2026-03-20 06:09 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-20 05:52 eval Evaluated by llama-4-scout-wai-psq: -0.05 (Neutral) +0.01
2026-03-20 05:33 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-20 05:15 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) 0.00
2026-03-20 04:59 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-20 04:40 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) -0.01
2026-03-20 04:24 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-20 04:05 eval Evaluated by llama-4-scout-wai-psq: -0.05 (Neutral) +0.01
2026-03-20 03:49 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-20 03:30 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) 0.00
2026-03-20 03:14 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-20 02:53 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) -0.01
2026-03-20 02:31 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-20 02:14 eval Evaluated by llama-4-scout-wai-psq: -0.05 (Neutral) +0.01
2026-03-20 01:56 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-20 01:44 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) -0.01
2026-03-20 01:38 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-20 01:00 eval Evaluated by llama-4-scout-wai-psq: -0.05 (Neutral) +0.01
2026-03-20 00:56 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-19 23:52 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) 0.00
2026-03-19 23:44 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-19 23:12 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) 0.00
2026-03-19 23:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-19 22:23 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) 0.00
2026-03-19 22:16 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-19 21:13 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) 0.00
2026-03-19 21:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-19 19:53 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) 0.00
2026-03-19 19:50 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-19 18:37 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) -0.36
2026-03-19 18:33 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-19 17:19 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-19 17:17 eval Evaluated by llama-4-scout-wai-psq: +0.30 (Moderate positive) +0.36
2026-03-19 16:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-19 16:02 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) 0.00
2026-03-19 14:45 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-19 14:43 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) 0.00
2026-03-19 13:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-19 13:22 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) 0.00
2026-03-19 12:41 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-19 12:37 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) 0.00
2026-03-19 12:04 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-19 11:58 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) 0.00
2026-03-19 11:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-19 11:19 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) 0.00
2026-03-19 10:50 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-19 10:39 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) -0.36
2026-03-19 10:13 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-19 09:59 eval Evaluated by llama-4-scout-wai-psq: +0.30 (Moderate positive) 0.00
2026-03-19 09:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-19 09:22 eval Evaluated by llama-4-scout-wai-psq: +0.30 (Moderate positive) +0.36
2026-03-19 08:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-19 08:43 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) 0.00
2026-03-19 08:19 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-19 08:04 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) 0.00
2026-03-19 07:42 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-19 07:24 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) 0.00
2026-03-19 07:07 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-19 06:47 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) 0.00
2026-03-19 06:32 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-19 06:12 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) 0.00
2026-03-19 05:55 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-19 05:34 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) 0.00
2026-03-19 05:18 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-19 04:39 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) 0.00
2026-03-19 04:24 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-19 03:26 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) 0.00
2026-03-19 03:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-19 02:06 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) 0.00
2026-03-19 01:55 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-19 00:47 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) 0.00
2026-03-19 00:41 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-19 00:06 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral)
2026-03-19 00:01 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical content, zero rights discussion
2026-03-18 23:38 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) 0.00
2026-03-18 23:33 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-18 23:01 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral) 0.00
2026-03-18 22:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit rights discussion
2026-03-18 22:11 eval Evaluated by llama-4-scout-wai-psq: -0.06 (Neutral)
2026-03-18 22:11 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical content with no explicit rights discussion