ND Reliable Software in the LLM Era (quint-lang.org)
108 points by mempirate 5 days ago | 35 comments on HN ~lite vlite-2.0
Summary ~lite
Neutral technical blog post on reliable software in the LLM era.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 436 HN snapshots · 105 evals
+1 0 −1 HN
Audit Trail 125 entries
2026-03-14 22:23 eval_success PSQ evaluated: g-PSQ=-0.220 (3 dims) - -
2026-03-14 22:23 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-14 22:18 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 22:18 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-14 22:18 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 20:46 eval_success PSQ evaluated: g-PSQ=-0.220 (3 dims) - -
2026-03-14 20:46 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-14 20:38 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 20:38 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-14 20:38 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 18:54 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 18:54 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-14 18:54 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 18:00 eval_success PSQ evaluated: g-PSQ=-0.220 (3 dims) - -
2026-03-14 18:00 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-14 17:17 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 17:17 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-14 17:17 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 16:26 eval_success PSQ evaluated: g-PSQ=-0.220 (3 dims) - -
2026-03-14 16:26 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-14 16:06 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 16:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-14 16:06 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-13 22:54 eval_success PSQ evaluated: g-PSQ=-0.220 (3 dims) - -
2026-03-13 22:54 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-13 22:47 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-13 22:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-13 22:47 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-13 21:37 eval_success PSQ evaluated: g-PSQ=-0.220 (3 dims) - -
2026-03-13 21:37 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-13 21:36 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-13 21:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-13 21:36 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-13 20:13 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-13 20:03 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-13 18:45 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-13 18:40 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-13 17:27 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-13 17:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-13 16:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-13 16:01 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-13 15:27 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-13 15:24 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-13 14:46 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-13 14:44 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-13 14:03 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-13 14:00 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-13 13:27 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-13 13:22 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-13 12:53 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-13 12:45 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-13 12:17 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-13 12:06 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-13 11:42 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-13 11:29 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-13 11:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-13 10:50 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-13 10:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-13 10:10 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-13 09:46 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-13 09:30 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-13 09:07 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-13 08:49 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-13 08:29 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-13 08:10 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-13 07:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-13 07:28 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-13 07:07 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-13 06:50 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-13 06:30 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-13 06:10 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-13 05:55 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-13 05:34 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-13 05:19 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-13 04:56 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-13 04:44 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-13 04:20 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) -0.18
2026-03-13 04:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-13 03:45 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-13 03:29 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-13 03:10 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) +0.18
2026-03-13 02:54 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-13 02:35 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-13 02:20 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-13 01:59 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-13 01:45 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-13 01:24 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-13 01:16 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-13 00:55 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-13 00:49 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-13 00:21 eval Evaluated by llama-3.3-70b-wai-psq: +0.04 (Neutral)
2026-03-13 00:18 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical content, zero rights discussion
2026-03-12 23:54 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-12 23:43 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-12 22:43 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-12 22:29 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-12 22:00 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-12 21:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-12 21:19 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-12 21:15 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-12 20:58 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-12 20:56 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-12 19:50 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-12 19:49 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-12 19:45 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-12 18:19 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-12 18:15 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-12 16:54 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-12 16:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-12 15:35 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-12 15:31 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-12 14:14 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-12 14:10 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-12 13:31 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-12 13:27 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-12 12:52 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-12 12:50 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-12 12:17 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-12 12:15 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-12 11:52 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-12 11:51 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-12 11:31 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-12 11:29 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion
2026-03-12 11:03 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative)
2026-03-12 11:03 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical content on software reliability in the LLM era, no explicit rights discussion