ND AutoKernel: Autoresearch for GPU Kernels (github.com)
47 points by frozenseven 4 days ago | 10 comments on HN ~lite vlite-2.0
Summary ~lite
Neutral project page
Lite evaluation by llama-3.3-70b-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 238 HN snapshots · 34 evals
+1 0 −1 HN
Audit Trail 54 entries
2026-03-12 00:35 eval_success PSQ evaluated: g-PSQ=0.284 (3 dims) - -
2026-03-12 00:35 eval Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive)
2026-03-12 00:33 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-12 00:33 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical content, zero rights discussion
2026-03-12 00:33 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-11 22:19 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-11 22:19 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-11 22:00 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-11 22:00 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion, transparent GitHub repository
2026-03-11 22:00 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-11 21:05 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-11 21:05 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-11 20:49 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-11 20:49 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion, transparent GitHub repository
2026-03-11 20:49 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-11 19:39 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-11 19:39 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-11 19:27 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-11 19:27 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion, transparent GitHub repository
2026-03-11 19:27 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-11 18:27 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-11 18:27 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-11 18:12 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-11 18:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion, transparent GitHub repository
2026-03-11 18:12 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-11 17:11 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-11 17:11 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-11 16:59 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-11 16:59 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-11 16:59 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion, transparent GitHub repository
2026-03-11 15:56 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-11 15:56 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-11 15:49 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-11 15:49 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion, transparent GitHub repository
2026-03-11 14:27 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-11 14:21 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion, transparent GitHub repository
2026-03-11 13:18 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-11 13:11 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion, transparent GitHub repository
2026-03-11 12:42 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-11 12:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion, transparent GitHub repository
2026-03-11 12:02 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-11 11:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion, transparent GitHub repository
2026-03-11 11:25 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-11 11:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion, transparent GitHub repository
2026-03-11 10:52 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-11 10:49 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion, transparent GitHub repository
2026-03-11 10:13 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-11 10:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion, transparent GitHub repository
2026-03-11 09:34 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-11 09:33 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion, transparent GitHub repository
2026-03-11 08:57 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-11 08:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion, transparent GitHub repository
2026-03-11 08:23 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-11 08:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical content, no human rights discussion, transparent GitHub repository