ND Claude built a system in 3 rounds, latent bugs from round 1 exploded in round 3 (github.com)
33 points by yogthos 2 days ago | 55 comments on HN ~lite vlite-2.0
Summary ~lite
Technical document on GitHub discussing system development and testing, with neutral tone and no visible threats.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 63 HN snapshots · 76 evals
+1 0 −1 HN
Audit Trail 96 entries
2026-03-09 11:49 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-09 11:49 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 11:49 rater_validation_warn Lite-v2 validation warnings for model llama-4-scout-wai-psq: 0W 1R - -
2026-03-09 11:44 eval_success PSQ evaluated: g-PSQ=0.000 (3 dims) - -
2026-03-09 11:44 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-09 11:43 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-09 11:43 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-09 11:43 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-09 11:41 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-09 11:41 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-09 11:41 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-09 10:41 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-09 10:41 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 10:41 rater_validation_warn Lite-v2 validation warnings for model llama-4-scout-wai-psq: 0W 1R - -
2026-03-09 10:38 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-09 10:38 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-09 10:38 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-09 10:37 eval_success PSQ evaluated: g-PSQ=0.000 (3 dims) - -
2026-03-09 10:37 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-09 10:34 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-09 10:34 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-09 10:34 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-09 10:33 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-09 10:33 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-09 10:33 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-09 09:35 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-09 09:35 rater_validation_warn Lite-v2 validation warnings for model llama-4-scout-wai-psq: 0W 1R - -
2026-03-09 09:35 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 09:30 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-09 09:30 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 09:30 rater_validation_warn Lite-v2 validation warnings for model llama-4-scout-wai-psq: 0W 1R - -
2026-03-09 09:29 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-09 09:29 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-09 09:28 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-08 19:19 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-08 19:02 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-08 18:50 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-08 17:58 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-08 17:53 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-08 16:34 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.14
2026-03-08 16:28 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-08 16:06 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-08 15:53 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-08 15:33 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-08 10:04 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-08 10:01 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-08 09:58 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-08 09:20 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-08 08:59 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-08 08:57 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-08 08:54 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-08 08:16 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) -0.14
2026-03-08 07:57 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-08 07:55 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-08 07:49 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-08 07:44 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-08 07:11 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.14
2026-03-08 06:53 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-08 06:51 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-08 06:45 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-08 06:40 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-08 06:12 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-08 05:54 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-08 05:52 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-08 05:43 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-08 05:10 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-08 04:51 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-08 04:48 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-08 04:39 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-08 04:34 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-08 04:06 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) -0.14
2026-03-08 03:52 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-08 03:48 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-08 03:43 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-08 03:37 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-08 03:00 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.14
2026-03-08 02:55 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) -0.14
2026-03-08 02:45 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-08 02:40 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-08 02:36 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-08 02:32 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-08 01:50 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-08 01:36 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-08 01:31 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-08 01:30 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-08 00:47 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-08 00:42 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-08 00:37 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-08 00:33 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-08 00:31 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-07 23:35 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 23:33 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-07 23:30 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-07 23:29 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral)
2026-03-07 23:28 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical content with no human rights discussion
2026-03-07 23:28 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical content, zero rights discussion