ND Attention Residuals (github.com)
239 points by GaggiX 10 days ago | 34 comments on HN ~lite vlite-2.0
Summary ~lite
Neutral GitHub page discussing technical topic with no visible threats.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 1000 HN snapshots · 144 evals
+1 0 −1 HN
Audit Trail 164 entries
2026-03-23 03:27 eval_success PSQ evaluated: g-PSQ=0.464 (3 dims) - -
2026-03-23 03:27 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-23 03:16 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-23 03:16 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-23 03:16 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-23 02:18 eval_success PSQ evaluated: g-PSQ=0.464 (3 dims) - -
2026-03-23 02:18 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-23 02:11 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-23 02:11 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-23 02:11 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-23 00:49 eval_success PSQ evaluated: g-PSQ=0.464 (3 dims) - -
2026-03-23 00:49 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) -0.01
2026-03-23 00:39 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-23 00:39 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-23 00:39 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-22 23:03 eval_success PSQ evaluated: g-PSQ=0.470 (3 dims) - -
2026-03-22 23:03 eval Evaluated by llama-4-scout-wai-psq: +0.47 (Moderate positive) +0.01
2026-03-22 22:51 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-22 22:51 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-22 22:51 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-22 21:39 eval_success PSQ evaluated: g-PSQ=0.464 (3 dims) - -
2026-03-22 21:39 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-22 21:23 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-22 21:23 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-22 21:23 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-22 20:16 eval_success PSQ evaluated: g-PSQ=0.464 (3 dims) - -
2026-03-22 20:16 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-22 20:07 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-22 20:07 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-22 20:06 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-22 19:03 eval_success PSQ evaluated: g-PSQ=0.464 (3 dims) - -
2026-03-22 19:03 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-22 18:54 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-22 18:54 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-22 16:09 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-22 16:01 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-22 15:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-22 15:24 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-22 14:58 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-22 14:46 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-22 14:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-22 14:09 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-22 13:46 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-22 13:29 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-22 13:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-22 12:51 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-22 12:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-22 12:15 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-22 11:59 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-22 11:38 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-22 11:24 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-22 11:03 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-22 10:46 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-22 10:27 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-22 10:11 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-22 09:51 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-22 09:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-22 09:10 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-22 08:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-22 08:32 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-22 08:19 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-22 07:56 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-22 07:44 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-22 07:21 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-22 07:09 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-22 06:44 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-22 06:29 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-22 06:01 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-22 05:49 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-22 05:22 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-22 05:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-22 04:47 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-22 04:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-22 04:10 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-22 03:59 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-22 03:35 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-22 03:24 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-22 02:58 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-22 02:45 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-22 01:49 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-22 01:42 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-22 00:42 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-22 00:38 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-21 23:02 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-21 23:00 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-21 21:45 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-21 21:44 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-21 21:10 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-21 21:07 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-21 19:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-21 19:53 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-21 19:17 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-21 19:12 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-21 18:39 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-21 18:30 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-21 18:01 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-21 17:50 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-21 17:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-21 17:10 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-21 16:43 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-21 16:29 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-21 16:04 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-21 15:48 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-21 15:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-21 15:09 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-21 14:48 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-21 14:28 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-21 14:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-21 13:45 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-21 13:24 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-21 13:06 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-21 12:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-21 12:25 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-21 12:09 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-21 11:46 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-21 11:31 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-21 11:06 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-21 10:49 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-21 10:25 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-21 10:09 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-21 09:44 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-21 09:30 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-21 09:05 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-21 08:51 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-21 08:27 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-21 08:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-21 07:45 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-21 07:34 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-21 07:07 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-21 06:56 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-21 06:31 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-21 06:20 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-21 05:51 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-21 05:40 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-21 05:15 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-21 05:04 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-21 04:36 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-21 04:28 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-21 04:00 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-21 03:50 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-21 03:21 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-21 03:14 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-21 02:45 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-21 02:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-21 02:08 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-21 02:00 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-21 01:30 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-21 01:23 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-21 00:41 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-21 00:39 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-21 00:05 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral)
2026-03-21 00:01 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical content, zero rights discussion
2026-03-20 23:35 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-20 23:33 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-20 22:53 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-20 22:49 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-20 21:37 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-20 21:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-20 21:01 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-20 21:01 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-20 20:26 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-20 20:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-20 19:51 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive)
2026-03-20 19:51 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical GitHub page, no human rights discussion