ND Methods in Languages for Systems Programming (2023) (blog.xoria.org)
18 points by surprisetalk 6 days ago | 8 comments on HN ~lite vlite-2.0
Summary ~lite
Blog post discusses methods in systems programming languages, no major safety concerns.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 228 HN snapshots · 75 evals
+1 0 −1 HN
Audit Trail 95 entries
2026-03-18 22:38 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-18 22:38 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 22:01 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-18 22:01 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on programming methods, no human rights discussion
2026-03-18 22:01 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-18 21:04 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-18 21:04 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 20:46 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-18 20:46 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on programming methods, no human rights discussion
2026-03-18 20:46 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-18 02:52 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-18 02:52 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on programming methods, no human rights discussion
2026-03-18 02:52 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-18 02:19 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-18 02:19 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 00:59 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-18 00:59 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on programming methods, no human rights discussion
2026-03-18 00:59 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-18 00:47 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-18 00:47 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-17 23:28 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-17 23:28 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on programming methods, no human rights discussion
2026-03-17 23:27 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-17 23:12 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-17 23:12 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-17 22:14 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-17 22:14 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on programming methods, no human rights discussion
2026-03-17 22:14 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-17 22:04 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-17 22:04 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-17 20:58 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-17 20:58 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on programming methods, no human rights discussion
2026-03-17 20:58 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-17 20:49 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-17 19:42 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on programming methods, no human rights discussion
2026-03-17 19:36 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-17 18:32 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on programming methods, no human rights discussion
2026-03-17 18:25 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-17 17:51 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on programming methods, no human rights discussion
2026-03-17 17:41 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-17 17:10 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on programming methods, no human rights discussion
2026-03-17 16:59 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-17 16:30 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on programming methods, no human rights discussion
2026-03-17 16:21 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-17 15:55 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on programming methods, no human rights discussion
2026-03-17 15:44 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-17 15:17 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on programming methods, no human rights discussion
2026-03-17 15:05 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-17 14:37 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on programming methods, no human rights discussion
2026-03-17 14:21 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-17 13:58 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on programming methods, no human rights discussion
2026-03-17 13:38 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-17 12:56 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on programming methods, no human rights discussion
2026-03-17 12:36 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-17 12:20 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on programming methods, no human rights discussion
2026-03-17 11:59 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-17 11:45 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on programming methods, no human rights discussion
2026-03-17 11:20 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-17 11:04 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on programming methods, no human rights discussion
2026-03-17 10:44 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-17 10:30 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on programming methods, no human rights discussion
2026-03-17 10:05 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-17 09:53 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on programming methods, no human rights discussion
2026-03-17 09:25 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-17 09:15 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on programming methods, no human rights discussion
2026-03-17 08:48 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-17 08:37 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on programming methods, no human rights discussion
2026-03-17 08:12 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-17 08:02 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on programming methods, no human rights discussion
2026-03-17 07:36 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-17 07:27 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on programming methods, no human rights discussion
2026-03-17 07:00 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-17 06:52 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on programming methods, no human rights discussion
2026-03-17 06:24 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-17 06:15 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on programming methods, no human rights discussion
2026-03-17 05:47 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-17 05:40 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on programming methods, no human rights discussion
2026-03-17 05:10 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-17 05:05 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on programming methods, no human rights discussion
2026-03-17 04:32 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-17 04:30 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on programming methods, no human rights discussion
2026-03-17 03:55 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-17 03:54 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on programming methods, no human rights discussion
2026-03-17 03:17 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-17 03:17 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on programming methods, no human rights discussion
2026-03-17 00:53 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-17 00:51 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on programming methods, no human rights discussion
2026-03-17 00:15 eval Evaluated by llama-3.3-70b-wai-psq: +0.33 (Moderate positive)
2026-03-17 00:11 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral)
reasoning
Technical blog post on systems programming languages
2026-03-16 23:07 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-16 23:06 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on programming methods, no human rights discussion
2026-03-16 21:44 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-16 21:43 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on programming methods, no human rights discussion
2026-03-16 20:23 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-16 20:22 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral)
reasoning
Technical article on programming methods, no human rights discussion