ND Linux Applications Programming by Example: The Fundamental APIs (2nd Edition) (github.com)
169 points by teleforce 10 days ago | 19 comments on HN ~lite vlite-2.0
Summary ~lite
GitHub repository for Linux Applications Programming by Example, 2nd Edition.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 850 HN snapshots · 160 evals
+1 0 −1 HN
Audit Trail 180 entries
2026-03-24 17:54 eval_success PSQ evaluated: g-PSQ=0.744 (3 dims) - -
2026-03-24 17:54 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-24 17:20 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-24 17:20 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-24 17:20 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-24 16:15 eval_success PSQ evaluated: g-PSQ=0.744 (3 dims) - -
2026-03-24 16:15 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-24 15:56 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-24 15:56 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-24 15:56 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-23 15:36 eval_success PSQ evaluated: g-PSQ=0.744 (3 dims) - -
2026-03-23 15:36 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-23 15:34 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-23 15:34 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-23 15:34 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-23 14:59 eval_success PSQ evaluated: g-PSQ=0.744 (3 dims) - -
2026-03-23 14:59 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-23 14:57 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-23 14:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-23 14:57 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-23 14:09 eval_success PSQ evaluated: g-PSQ=0.744 (3 dims) - -
2026-03-23 14:09 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-23 14:06 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-23 14:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-23 14:06 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-23 09:24 eval_success PSQ evaluated: g-PSQ=0.744 (3 dims) - -
2026-03-23 09:24 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-23 09:16 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-23 09:16 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-23 09:16 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-23 08:48 eval_success PSQ evaluated: g-PSQ=0.744 (3 dims) - -
2026-03-23 08:48 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-23 08:39 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-23 08:39 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-23 08:09 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-23 08:04 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-23 07:31 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-23 07:30 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-23 06:54 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-23 06:50 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-23 06:16 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-23 06:15 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-23 03:24 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-23 03:11 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-23 02:16 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-23 02:09 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-23 01:00 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-23 00:58 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-22 23:19 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-22 23:18 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-22 22:09 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-22 22:08 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-22 20:54 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-22 20:51 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-22 19:37 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-22 19:33 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-22 18:29 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-22 18:22 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-22 17:49 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-22 17:40 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-22 17:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-22 17:04 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-22 16:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-22 16:24 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-22 15:59 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-22 15:46 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-22 15:24 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-22 15:10 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-22 14:49 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-22 14:32 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-22 14:14 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-22 13:57 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-22 13:39 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-22 13:21 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-22 13:04 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-22 12:45 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-22 12:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-22 12:09 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-22 11:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-22 11:35 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-22 11:16 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-22 10:59 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-22 10:41 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-22 10:24 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-22 10:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-22 09:45 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-22 09:28 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-22 09:04 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-22 08:51 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-22 08:25 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-22 08:15 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-22 07:50 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-22 07:39 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-22 07:16 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-22 07:04 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-22 06:39 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-22 06:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-22 05:57 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-22 05:48 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-22 05:19 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-22 05:11 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-22 04:45 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-22 04:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-22 04:06 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-22 03:59 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-22 03:29 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-22 03:24 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-22 02:49 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-22 02:45 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-22 01:42 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-22 01:41 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-22 00:38 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-22 00:36 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-22 00:19 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral)
2026-03-22 00:14 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical content, zero rights discussion
2026-03-21 23:00 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-21 22:52 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-21 21:43 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-21 21:34 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-21 21:07 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-21 20:56 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-21 19:55 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-21 19:43 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-21 19:15 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-21 19:03 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-21 18:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-21 18:23 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-21 17:58 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-21 17:45 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-21 17:20 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-21 17:05 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-21 16:41 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-21 16:25 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-21 16:01 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-21 15:43 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-21 15:24 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-21 15:05 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-21 14:45 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-21 14:26 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-21 14:04 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-21 13:44 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-21 13:21 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-21 13:04 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-21 12:45 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-21 12:23 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-21 12:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-21 11:46 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-21 11:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-21 11:06 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-21 10:46 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-21 10:25 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-21 10:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-21 09:43 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-21 09:27 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-21 09:05 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-21 08:49 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-21 08:27 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-21 08:09 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-21 07:44 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-21 07:32 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-21 07:06 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-21 06:54 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-21 06:28 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-21 06:17 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-21 05:49 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-21 05:38 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-21 05:13 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-21 05:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-21 04:34 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-21 04:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-21 03:56 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-21 03:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-21 03:17 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-21 03:11 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-21 02:39 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-21 02:34 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-21 02:00 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive) 0.00
2026-03-21 01:56 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-21 01:21 eval Evaluated by llama-4-scout-wai-psq: +0.74 (Strong positive)
2026-03-21 01:21 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical content, no human rights discussion