ND NumKong: 2'000 Mixed Precision Kernels for All (ashvardanian.com)
45 points by ashvardanian 3 days ago | 5 comments on HN ~lite vlite-2.0
Summary ~lite
Technical article about NumKong, a software project providing 2,000 mixed-precision kernels for various hardware platforms.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 431 HN snapshots · 121 evals
+1 0 −1 HN
Audit Trail 141 entries
2026-03-23 00:52 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-23 00:52 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 00:43 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-23 00:43 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-23 00:43 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-22 23:08 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-22 23:08 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 22:54 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-22 22:54 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-22 22:54 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-22 21:42 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-22 21:42 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 21:27 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-22 21:27 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-22 21:26 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-22 20:29 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-22 20:29 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 20:09 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-22 20:09 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-22 20:09 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-22 19:05 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-22 19:05 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 18:57 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-22 18:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-22 18:57 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-22 12:39 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-22 12:39 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 12:24 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-22 12:24 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-22 12:24 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-22 12:01 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-22 12:01 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 11:50 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-22 11:50 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-22 11:25 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 11:14 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-22 10:46 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 10:38 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-22 10:08 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 10:05 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-22 09:28 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 09:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-22 08:48 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 08:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-22 08:09 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-22 08:09 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 07:34 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-22 07:33 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 06:59 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-22 06:56 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 06:21 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-22 06:15 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 05:40 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-22 05:35 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 05:04 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-22 04:59 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 04:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-22 04:20 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 03:50 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-22 03:44 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 03:14 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-22 03:06 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 02:34 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-22 01:56 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 01:07 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-22 00:47 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 23:54 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-21 23:16 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 22:44 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-21 21:57 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 21:27 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-21 21:20 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 20:16 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-21 20:08 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 19:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-21 19:25 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 18:55 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-21 18:44 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 18:18 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-21 18:06 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 17:41 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-21 17:27 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 17:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-21 16:43 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 16:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-21 16:01 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 15:40 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-21 15:21 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 15:03 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-21 14:40 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 14:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-21 14:02 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 13:41 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-21 13:20 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 13:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-21 12:42 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 12:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-21 12:01 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 11:46 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-21 11:22 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 11:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-21 10:42 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 10:24 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-21 10:01 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 09:43 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-21 09:19 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 09:04 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-21 08:41 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 08:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-21 08:02 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 07:44 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-21 07:24 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 07:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-21 06:42 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 06:30 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-21 06:05 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 05:51 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-21 05:27 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 05:15 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-21 04:49 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 04:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-21 04:12 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 03:59 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-21 03:33 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 03:21 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-21 02:56 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 02:45 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-21 02:17 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 02:08 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-21 01:39 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 01:30 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-21 00:45 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 00:42 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-21 00:08 eval Evaluated by llama-3.3-70b-wai-psq: +0.12 (Mild positive)
2026-03-21 00:03 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical post on NumKong kernels
2026-03-20 23:43 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 23:38 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-20 23:01 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 22:59 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on mixed precision kernels, no human rights discussion
2026-03-20 21:46 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-20 21:42 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical article on mixed precision kernels, no human rights discussion