ND Using calculus to do number theory (hidden-phenomena.com)
135 points by cpp_frog 12 days ago | 21 comments on HN ~lite vlite-2.0
Summary ~lite
Mathematical article on using calculus in number theory, no threats or hostile language found.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 566 HN snapshots · 129 evals
+1 0 −1 HN
Audit Trail 149 entries
2026-03-20 22:39 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-20 22:39 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 22:19 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-20 22:19 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-20 22:19 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-20 19:01 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-20 19:01 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 18:44 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-20 18:44 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-20 18:44 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-20 17:41 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-20 17:41 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-20 17:40 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-20 16:44 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-20 16:44 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 16:26 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-20 16:26 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-20 16:26 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-20 12:32 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-20 12:32 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-20 12:32 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-20 12:16 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-20 12:16 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 11:52 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-20 11:52 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-20 11:52 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-20 11:34 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-20 11:34 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 11:15 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-20 11:15 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-20 11:15 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-20 10:51 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-20 10:51 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 10:37 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-20 10:12 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 09:55 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-20 09:31 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 09:19 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-20 08:51 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 08:40 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-20 08:09 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 08:01 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-20 07:27 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 07:19 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-20 06:44 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 06:38 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-20 06:04 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 06:02 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-20 05:27 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 05:26 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-20 04:53 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-20 04:52 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 04:16 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-20 04:15 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 03:41 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-20 03:36 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 03:05 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-20 02:58 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 02:25 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-20 02:17 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 01:52 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-20 01:47 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 01:33 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-20 01:03 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 00:49 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-20 00:00 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 23:26 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-19 23:17 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 22:46 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-19 22:27 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 21:32 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-19 21:21 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 20:13 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-19 20:01 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 18:58 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-19 18:48 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 18:05 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-19 17:29 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 16:53 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-19 16:14 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 15:42 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-19 14:58 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 14:22 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-19 13:33 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 13:01 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-19 12:50 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 12:20 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-19 12:08 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 11:40 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-19 11:28 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 11:02 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-19 10:50 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 10:22 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-19 10:12 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 09:46 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-19 09:32 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 09:09 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-19 08:55 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 08:28 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-19 08:15 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 07:49 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-19 07:35 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 07:12 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-19 06:59 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 06:36 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-19 06:22 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 06:00 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-19 05:43 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 05:24 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-19 04:50 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 04:29 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-19 03:36 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 03:12 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-19 02:18 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 01:58 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-19 00:56 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 00:44 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-19 00:15 eval Evaluated by llama-3.3-70b-wai-psq: +0.12 (Mild positive)
2026-03-19 00:11 eval Evaluated by llama-3.3-70b-wai: -0.24 (Mild negative)
reasoning
Technical article on calculus and number theory
2026-03-18 23:52 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-18 23:36 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-18 23:16 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-18 22:57 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-18 22:41 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-18 22:11 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-18 21:26 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-18 21:04 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-18 20:14 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-18 19:59 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-18 19:39 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-18 19:23 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-18 19:00 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-18 18:46 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-18 18:23 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-18 18:11 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-18 17:45 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-18 17:30 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-18 17:02 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-18 16:56 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-18 16:25 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-18 16:20 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-18 15:47 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-18 15:42 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-18 15:10 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-18 15:04 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-18 14:33 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-18 14:30 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Mathematical article on using calculus in number theory, no human rights discussion
2026-03-18 13:56 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive)
2026-03-18 13:56 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative)
reasoning
Mathematical article on using calculus in number theory, no human rights discussion