ND Show HN: We analyzed 1,573 Claude Code sessions to see how AI agents work (github.com)
144 points by keks0r 5 days ago | 85 comments on HN ~lite vlite-2.0
Summary ~lite
Neutral GitHub page with no visible threats or hostile language.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 959 HN snapshots · 120 evals
+1 0 −1 HN
Audit Trail 140 entries
2026-03-15 17:58 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-15 17:58 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-15 17:41 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-15 17:41 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-15 17:41 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-15 16:46 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-15 16:46 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-15 16:28 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-15 16:28 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-15 16:28 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 22:36 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 22:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-14 22:36 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 21:38 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-14 21:38 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 21:25 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 21:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-14 21:25 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 20:21 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-14 20:21 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 20:13 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 20:13 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-14 20:13 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 19:08 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-14 19:08 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 18:48 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 18:48 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-14 18:48 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 17:56 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-14 17:56 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 17:13 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 17:13 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 17:13 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-14 16:23 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) +0.16
2026-03-14 16:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-14 08:55 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 08:43 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-14 08:10 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 08:03 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-14 07:28 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 07:23 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-14 06:45 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 06:40 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-14 06:04 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 06:00 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-14 05:24 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) -0.16
2026-03-14 05:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-14 04:45 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) +0.16
2026-03-14 04:42 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-14 02:20 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-14 02:15 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 01:42 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-14 01:36 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 01:05 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-14 01:03 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 00:37 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-14 00:35 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 23:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-13 23:19 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 22:28 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-13 22:00 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) -0.16
2026-03-13 21:03 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-13 21:00 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) +0.16
2026-03-13 19:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-13 19:49 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 18:28 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-13 18:26 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 16:58 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-13 16:56 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 15:50 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-13 15:47 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 15:13 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-13 15:08 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 14:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-13 14:23 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) -0.16
2026-03-13 13:55 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-13 13:45 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) +0.16
2026-03-13 13:20 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-13 13:07 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 12:42 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-13 12:30 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 12:05 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-13 11:56 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 11:30 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-13 11:19 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 10:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-13 10:40 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 10:13 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-13 10:02 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 09:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-13 09:21 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 08:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-13 08:43 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 08:16 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-13 08:05 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 07:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-13 07:24 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 06:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-13 06:42 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 06:20 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-13 06:04 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 05:44 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-13 05:26 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 05:07 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-13 04:51 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 04:31 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-13 04:15 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 03:56 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-13 03:40 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 03:21 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-13 03:04 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 02:46 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-13 02:29 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 02:11 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-13 01:52 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 01:37 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-13 01:18 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 01:13 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-13 00:49 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 00:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-13 00:14 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral)
2026-03-13 00:11 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical content, zero rights discussion
2026-03-12 23:40 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-12 23:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-12 22:26 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-12 22:20 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-12 21:44 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-12 21:38 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-12 21:12 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-12 21:10 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-12 20:50 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-12 20:48 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-12 19:33 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-12 19:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-12 18:00 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-12 17:58 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-12 16:33 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-12 16:33 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on GitHub repository, no explicit human rights discussion
2026-03-12 15:16 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive)
2026-03-12 15:16 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical content on GitHub repository, no explicit human rights discussion