ND TorchLean: Formalizing Neural Networks in Lean (leandojo.org)
104 points by matt_d 9 days ago | 20 comments on HN ~lite vlite-2.0
Summary ~lite
Formalizing neural networks in Lean for enhanced verification and analysis.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 587 HN snapshots · 135 evals
+1 0 −1 HN
Audit Trail 155 entries
2026-03-06 17:50 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-06 17:50 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-06 17:33 eval_success PSQ evaluated: g-PSQ=0.321 (3 dims) - -
2026-03-06 17:33 eval Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive) -0.00
2026-03-06 04:22 eval_success PSQ evaluated: g-PSQ=0.322 (3 dims) - -
2026-03-06 04:22 eval Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive) +0.00
2026-03-05 22:49 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-05 22:49 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-05 22:43 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-05 22:43 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-05 16:09 eval_success PSQ evaluated: g-PSQ=0.321 (3 dims) - -
2026-03-05 16:09 eval Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive) 0.00
2026-03-05 08:26 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-05 08:26 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-05 07:08 eval_success PSQ evaluated: g-PSQ=0.321 (3 dims) - -
2026-03-05 07:08 eval Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive) 0.00
2026-03-05 04:54 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-05 04:54 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-05 04:49 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-05 04:49 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-05 04:32 eval_success PSQ evaluated: g-PSQ=0.321 (3 dims) - -
2026-03-05 04:32 eval Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive)
2026-03-05 04:12 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-05 04:12 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-05 04:12 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-05 04:08 eval_success Lite evaluated: Neutral (-0.06) - -
2026-03-05 04:08 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-05 04:08 eval Evaluated by llama-3.3-70b-wai: -0.06 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-05 03:37 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-05 03:37 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-05 03:37 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-05 03:29 eval_success Lite evaluated: Neutral (-0.06) - -
2026-03-05 03:29 eval Evaluated by llama-3.3-70b-wai: -0.06 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-05 03:29 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-05 02:54 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-05 02:54 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-05 02:50 eval Evaluated by llama-3.3-70b-wai: -0.06 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-05 02:14 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-05 02:11 eval Evaluated by llama-3.3-70b-wai: -0.06 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-05 01:39 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-05 01:35 eval Evaluated by llama-3.3-70b-wai: -0.06 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-05 01:00 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-05 00:56 eval Evaluated by llama-3.3-70b-wai: -0.06 (Neutral) +0.02
reasoning
Technical paper on neural networks
2026-03-05 00:22 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-05 00:14 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) -0.02
reasoning
Technical paper on neural networks
2026-03-05 00:09 eval Evaluated by llama-3.3-70b-wai: -0.06 (Neutral) +0.02
reasoning
Technical paper on neural networks
2026-03-04 23:44 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-04 23:39 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-04 23:32 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-04 22:56 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-04 22:52 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-04 22:15 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-04 22:10 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-04 21:45 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-04 21:39 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-04 21:05 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-04 21:00 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-04 20:55 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-04 20:23 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-04 20:21 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-04 20:18 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-04 19:40 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-04 19:34 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-04 19:28 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-04 18:27 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-04 18:26 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-04 17:06 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-04 17:04 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-04 16:15 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-04 16:13 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-04 15:37 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-04 15:33 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-04 15:28 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-04 15:02 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) -0.02
reasoning
Technical paper on neural networks
2026-03-04 14:50 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-04 14:21 eval Evaluated by llama-3.3-70b-wai: -0.06 (Neutral) +0.02
reasoning
Technical paper on neural networks
2026-03-04 14:17 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-04 14:09 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-04 14:03 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-04 13:37 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-04 13:25 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-04 13:04 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-04 13:00 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-04 12:49 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-04 12:20 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-04 12:15 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-04 12:06 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-04 11:39 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-04 11:34 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-04 11:21 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-04 11:15 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-04 10:49 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) -0.02
reasoning
Technical paper on neural networks
2026-03-04 10:32 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-04 10:11 eval Evaluated by llama-3.3-70b-wai: -0.06 (Neutral) +0.02
reasoning
Technical paper on neural networks
2026-03-04 09:57 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-04 09:32 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-04 09:27 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) -0.02
reasoning
Technical paper on neural networks
2026-03-04 09:16 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-04 08:51 eval Evaluated by llama-3.3-70b-wai: -0.06 (Neutral) +0.02
reasoning
Technical paper on neural networks
2026-03-04 08:33 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-04 08:14 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-04 08:09 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-04 08:04 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) -0.14
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-04 07:37 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) -0.16
reasoning
Technical paper on neural networks
2026-03-04 07:25 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-04 07:02 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-04 06:17 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-04 05:51 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-04 05:41 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-04 05:10 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-04 04:55 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-04 04:26 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-04 04:13 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-04 03:54 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-04 03:49 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-04 03:40 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-04 03:36 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-04 03:12 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-04 03:05 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-04 02:32 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-04 02:26 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-04 02:20 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-04 01:53 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-04 01:45 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-04 01:15 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-04 01:08 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-04 01:03 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-04 00:37 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-04 00:32 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-04 00:23 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-03 23:53 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) +0.03
reasoning
Technical paper on neural networks
2026-03-03 23:47 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) -0.03
reasoning
Technical paper on neural networks
2026-03-03 23:41 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-03 23:10 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) +0.03
reasoning
Technical paper on neural networks
2026-03-03 23:05 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-03 23:04 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) -0.03
reasoning
Technical paper on neural networks
2026-03-03 22:35 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-03 22:35 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-03 22:30 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-03 22:03 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-03 21:41 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) +0.03
reasoning
Technical paper on neural networks
2026-03-03 21:33 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) -0.03
reasoning
Technical paper on neural networks
2026-03-03 21:04 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-03 21:01 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-03 20:27 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-03 20:25 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-03 19:51 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-03 19:50 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-03 19:04 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) +0.03
reasoning
Technical paper on neural networks
2026-03-03 19:03 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-03 18:23 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) -0.03
reasoning
Technical paper on neural networks
2026-03-03 18:20 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-03 18:18 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical paper on neural networks
2026-03-03 17:49 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral)
reasoning
Technical paper on formalizing neural networks, no human rights discussion
2026-03-03 17:48 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral)
reasoning
Technical paper on neural networks