0.00 Toward automated verification of unreviewed AI-generated code (peterlavigne.com)
92 points by peterlavigne 8 days ago | 85 comments on HN | Neutral ~lite vlite-1.6
Summary ~lite Technology Verification Neutral
Technical exploration of verifying AI-generated code
EQ 0.50
SO 0.00
TD 0.50
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal 313 HN snapshots · 125 evals
+1 0 −1 HN
Audit Trail 145 entries
2026-03-19 22:12 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-19 22:12 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-19 22:12 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-19 22:02 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-19 22:02 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-19 20:54 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-19 20:54 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-19 20:54 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-19 20:40 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-19 20:40 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-19 19:34 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-19 19:34 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-19 19:34 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-19 19:19 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-19 19:19 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) -0.16
2026-03-19 18:21 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-19 18:21 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) +0.16
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-19 18:21 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-19 17:37 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-19 17:37 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.16
2026-03-19 17:13 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-19 17:13 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-19 17:13 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-19 16:10 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-19 16:10 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-19 15:51 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-19 15:51 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-19 15:51 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-19 14:33 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-19 14:33 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-19 14:31 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-19 14:31 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-19 14:31 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-19 13:08 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-19 13:07 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-19 12:04 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-19 12:03 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-19 11:24 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-19 11:24 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-19 10:42 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-19 10:28 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-19 10:02 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-19 09:49 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-19 09:24 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-19 09:09 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-19 08:48 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-19 08:25 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-19 08:09 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-19 07:45 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-19 07:27 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-19 07:06 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-19 06:52 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-19 06:30 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-19 06:17 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-19 05:51 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-19 05:37 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-19 04:58 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-19 04:45 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-19 03:46 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-19 03:32 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-19 02:25 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-19 02:13 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-19 01:01 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-19 00:54 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-19 00:00 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-18 23:49 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-18 23:23 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-18 23:13 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-18 22:47 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-18 22:27 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-18 21:34 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-18 21:23 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-18 20:21 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-18 20:11 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-18 19:42 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-18 19:37 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-18 19:03 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-18 18:58 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-18 18:27 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-18 18:20 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-18 17:49 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-18 17:47 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-18 16:52 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-18 16:51 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-18 16:15 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-18 16:15 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-18 15:37 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-18 15:35 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-18 15:00 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-18 14:54 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-18 14:22 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-18 14:17 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-18 13:47 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-18 13:40 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-18 13:12 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-18 13:02 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-18 12:35 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-18 12:20 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-18 11:57 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-18 11:41 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-18 11:22 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-18 11:02 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-18 10:44 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-18 10:27 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-18 10:07 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-18 09:52 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-18 09:32 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-18 09:14 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-18 08:55 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-18 08:38 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-18 08:20 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-18 08:03 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-18 07:45 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-18 07:25 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-18 07:10 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-18 06:49 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-18 06:34 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-18 06:13 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-18 06:00 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-18 05:37 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-18 05:25 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-18 05:03 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-18 04:49 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-18 04:25 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-18 04:11 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-18 03:47 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-18 03:32 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-18 02:45 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-18 02:27 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-18 00:55 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-18 00:49 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-18 00:09 eval Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive)
2026-03-18 00:04 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral)
reasoning
Technical post on AI code verification
2026-03-17 23:32 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-17 23:17 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-17 22:19 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-17 22:09 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-17 21:06 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-17 20:59 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-17 19:53 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-17 19:48 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-17 18:44 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-17 18:37 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion
2026-03-17 18:02 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive)
2026-03-17 18:00 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral)
reasoning
Technical article on AI-generated code verification, no explicit human rights discussion