ND The Math That Explains Why Bell Curves Are Everywhere (www.quantamagazine.org)
205 points by ibobev 7 days ago | 123 comments on HN ~lite vlite-2.0
Summary ~lite
Article evaluates math behind bell curves, no major safety concerns found.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 525 HN snapshots · 99 evals
+1 0 −1 HN
Audit Trail 119 entries
2026-03-20 22:40 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-20 22:40 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 22:21 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-20 22:21 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-20 22:21 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-20 19:01 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-20 19:01 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 18:46 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-20 18:45 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-20 18:45 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-20 17:41 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-20 17:41 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-20 17:41 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-20 16:44 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-20 16:44 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 16:26 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-20 16:26 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-20 16:26 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-20 11:52 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-20 11:52 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-20 11:52 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-20 11:31 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-20 11:31 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 11:15 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-20 11:15 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-20 11:15 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-20 10:49 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-20 10:49 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 10:37 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-20 10:37 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-20 10:37 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-20 10:10 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-20 10:10 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 09:56 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-20 09:29 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 09:19 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-20 08:48 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 08:40 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-20 08:06 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 08:01 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-20 07:24 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 07:19 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-20 06:41 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 06:39 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-20 06:02 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-20 06:01 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 05:26 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-20 05:25 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 04:52 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-20 04:49 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 04:16 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-20 04:11 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 03:41 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-20 03:34 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 03:05 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-20 02:55 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 02:24 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-20 02:14 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 01:52 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-20 01:44 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 01:32 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-20 00:59 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 00:48 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-19 23:49 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 23:25 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-19 23:09 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 22:42 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-19 22:20 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 21:29 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-19 21:11 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 20:08 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-19 19:52 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 18:57 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-19 18:37 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 18:05 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-19 17:21 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 16:52 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-19 16:06 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 15:41 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-19 14:47 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 14:20 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-19 13:27 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 13:03 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-19 12:42 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 12:22 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-19 12:03 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 11:43 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-19 11:24 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 11:06 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-19 10:46 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 10:28 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-19 10:05 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 09:51 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-19 09:27 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 09:14 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-19 08:50 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 08:37 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-19 08:11 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 07:57 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-19 07:32 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 07:19 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-19 06:55 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 06:44 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-19 06:19 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 06:09 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-19 05:40 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 05:33 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-19 04:47 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 04:37 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-19 03:33 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 03:23 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-19 02:14 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 02:08 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-19 00:53 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 00:52 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri
2026-03-19 00:08 eval Evaluated by llama-3.3-70b-wai-psq: +0.36 (Moderate positive)
2026-03-19 00:02 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral)
reasoning
Math explainer, no rights discussion
2026-03-18 23:47 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-18 23:46 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral)
reasoning
The article discusses the mathematical concept of bell curves and the central limit theorem without referencing human ri