ND Billion-Parameter Theories (www.worldgov.org)
106 points by seanlinehan 4 days ago | 87 comments on HN ~lite vlite-2.0
Summary ~lite
The article discusses the challenges of understanding complex systems and the potential of new tools like AI to build compressed models of these systems.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 507 HN snapshots · 95 evals
+1 0 −1 HN
Audit Trail 115 entries
2026-03-12 20:46 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-12 20:46 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-12 20:27 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-12 20:27 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-12 20:27 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-12 19:19 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-12 19:19 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) +0.16
2026-03-12 18:49 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-12 18:49 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-12 18:49 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-12 18:45 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-12 18:45 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-12 18:45 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-12 17:38 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-12 17:38 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) -0.16
2026-03-12 17:18 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-12 17:18 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-12 17:17 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-12 16:14 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-12 16:14 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) +0.16
2026-03-12 15:57 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-12 15:57 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-12 15:57 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-12 14:48 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-12 14:48 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) -0.16
2026-03-12 14:28 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-12 14:28 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-12 14:28 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-11 23:50 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-11 23:50 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-11 23:50 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-11 23:42 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-11 23:42 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) +0.16
2026-03-11 23:12 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-11 23:02 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 22:33 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-11 22:25 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 21:38 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-11 21:06 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) -0.16
2026-03-11 20:13 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-11 19:42 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) +0.16
2026-03-11 19:02 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-11 18:27 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 17:50 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-11 17:14 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 16:36 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-11 15:56 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 15:14 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-11 14:29 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 14:01 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-11 13:19 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 12:51 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-11 12:42 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 12:12 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-11 12:03 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 11:37 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-11 11:26 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) -0.16
2026-03-11 11:03 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-11 10:52 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) +0.16
2026-03-11 10:27 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-11 10:12 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 09:51 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-11 09:32 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 09:12 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-11 08:56 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 08:37 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-11 08:20 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) -0.16
2026-03-11 08:03 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-11 07:42 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) +0.16
2026-03-11 07:27 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-11 07:07 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 06:52 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-11 06:32 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 06:17 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-11 05:55 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 05:43 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-11 05:20 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) -0.16
2026-03-11 05:05 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-11 04:40 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) +0.16
2026-03-11 03:53 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-11 03:28 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 02:38 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-11 02:11 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 01:53 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-11 01:24 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 01:03 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-11 00:12 eval Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive)
2026-03-11 00:09 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral)
reasoning
Technical content, zero rights discussion
2026-03-10 23:56 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 23:18 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-10 22:46 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 22:41 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-10 22:24 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 22:23 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-10 21:49 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 21:48 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-10 21:32 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 21:31 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-10 21:14 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-10 21:12 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 20:51 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-10 20:49 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) -0.16
2026-03-10 20:19 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-10 20:14 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) +0.16
2026-03-10 20:02 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-10 19:55 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 19:44 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-10 19:35 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 19:26 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-10 19:13 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 19:09 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-10 18:54 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 18:51 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on complexity and AI, no explicit human rights discussion
2026-03-10 18:18 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-10 18:17 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral)
reasoning
Technical article on complexity and AI, no explicit human rights discussion