ND Lightweight protocol to assert authorship of content and vouch for humanity of (codeberg.org)
34 points by todsacerdoti 2 days ago | 16 comments on HN ~lite vlite-2.0
Summary ~lite
A technical specification for a protocol to assert authorship and vouch for humanity.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 270 HN snapshots · 119 evals
+1 0 −1 HN
Audit Trail 139 entries
2026-03-10 15:42 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-10 15:42 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-10 15:13 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-10 15:13 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 15:13 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-10 15:03 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-10 15:03 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-10 14:36 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-10 14:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 14:36 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-10 14:06 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-10 14:06 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-10 13:57 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-10 13:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 13:57 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-10 13:32 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-10 13:32 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-10 13:23 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-10 13:23 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 13:23 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-10 12:55 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-10 12:55 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-10 12:47 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-10 12:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 12:47 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-10 04:28 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-10 04:28 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-10 04:20 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-10 04:20 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 04:20 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-09 19:37 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-09 19:37 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 19:36 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-09 19:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-09 19:19 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 19:18 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-09 18:59 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 18:58 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-09 18:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-09 18:06 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 17:55 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-09 17:47 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 17:37 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-09 17:26 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 17:19 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-09 17:06 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 17:01 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-09 16:46 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 16:43 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-09 16:26 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 16:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-09 16:08 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-09 16:06 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 15:49 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-09 15:47 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 15:31 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-09 15:29 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 15:14 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-09 15:12 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 14:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-09 14:55 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 14:39 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-09 14:35 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 14:23 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-09 14:16 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 14:07 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-09 13:56 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 13:49 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-09 13:36 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 13:30 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-09 13:18 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 13:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-09 12:59 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 12:54 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-09 12:36 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 12:29 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-09 12:14 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-09 11:40 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 11:40 eval Evaluated by llama-3.3-70b-wai-psq: +0.27 (Mild positive) -0.33
2026-03-09 11:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-09 11:15 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-09 10:33 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 10:32 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) +0.33
2026-03-09 10:16 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-09 10:09 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-09 09:26 eval Evaluated by llama-3.3-70b-wai-psq: +0.27 (Mild positive) 0.00
2026-03-09 09:24 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 09:21 eval Evaluated by llama-3.3-70b-wai-psq: +0.27 (Mild positive) 0.00
2026-03-09 09:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-09 08:57 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-09 08:09 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 08:06 eval Evaluated by llama-3.3-70b-wai-psq: +0.27 (Mild positive) 0.00
2026-03-09 07:59 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-09 07:52 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-09 07:05 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 07:03 eval Evaluated by llama-3.3-70b-wai-psq: +0.27 (Mild positive) -0.33
2026-03-09 06:58 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) +0.33
2026-03-09 06:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-09 06:48 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-09 05:59 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 05:53 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-09 05:52 eval Evaluated by llama-3.3-70b-wai-psq: +0.27 (Mild positive) 0.00
2026-03-09 05:42 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-09 04:49 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 04:44 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 04:42 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-09 04:38 eval Evaluated by llama-3.3-70b-wai-psq: +0.27 (Mild positive) 0.00
2026-03-09 04:38 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-09 04:32 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-09 04:27 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-09 03:39 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 03:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-09 03:34 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 03:33 eval Evaluated by llama-3.3-70b-wai-psq: +0.27 (Mild positive) -0.33
2026-03-09 03:22 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-09 02:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-09 02:24 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 02:23 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) +0.33
2026-03-09 02:17 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-09 02:12 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-09 01:19 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-09 01:17 eval Evaluated by llama-3.3-70b-wai-psq: +0.27 (Mild positive) 0.00
2026-03-09 01:16 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 01:14 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-09 01:12 eval Evaluated by llama-3.3-70b-wai-psq: +0.27 (Mild positive) -0.33
2026-03-09 01:07 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-09 00:08 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-09 00:08 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 00:04 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) +0.48
2026-03-09 00:03 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-08 23:59 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-08 22:44 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-08 22:44 eval Evaluated by llama-3.3-70b-wai-psq: +0.12 (Mild positive) -0.15
2026-03-08 22:43 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-08 22:41 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-08 21:22 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-08 21:22 eval Evaluated by llama-3.3-70b-wai-psq: +0.27 (Mild positive)
2026-03-08 21:21 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical content with no explicit human rights discussion
2026-03-08 21:21 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical content, zero rights discussion