0.00 NanoGPT Slowrun: 10x Data Efficiency with Infinite Compute (qlabs.sh)
168 points by sdpmas 10 days ago | 46 comments on HN | Neutral ~lite vlite-1.6
Summary ~lite AI Technology Neutral
Technical article on achieving 10x data efficiency with AI model NanoGPT Slowrun
EQ 0.00
SO 0.00
TD 0.00
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal 621 HN snapshots · 116 evals
+1 0 −1 HN
Audit Trail 136 entries
2026-03-22 02:09 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-22 02:09 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-22 02:09 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-22 01:03 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-22 01:03 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-22 01:00 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-22 01:00 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-22 01:00 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-21 23:41 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-21 23:40 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 23:25 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-21 23:25 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-21 23:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-21 22:27 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-21 22:27 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 22:04 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-21 22:04 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-21 22:04 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-21 20:41 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-21 20:41 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 20:24 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-21 20:24 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-21 20:24 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-21 09:22 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-21 09:22 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 09:18 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-21 09:18 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-21 09:18 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-21 08:45 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-21 08:45 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 08:42 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-21 08:42 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-21 08:42 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-21 08:04 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-21 08:02 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 07:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-21 07:24 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 06:45 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-21 06:43 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 06:08 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-21 06:06 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 05:31 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-21 05:30 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 04:54 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-21 04:51 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 04:17 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-21 04:12 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 03:40 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-21 03:33 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 03:04 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-21 02:56 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 02:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-21 02:17 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 01:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-21 01:39 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 00:49 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-21 00:42 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 23:53 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-20 23:38 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 23:11 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-20 22:59 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 22:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-20 21:40 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 21:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-20 21:04 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 20:51 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-20 20:29 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 20:16 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-20 19:53 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 19:41 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-20 19:17 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 18:28 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-20 18:06 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 17:54 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-20 17:13 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 17:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-20 15:57 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 15:44 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-20 15:13 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 15:03 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-20 14:37 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 14:27 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-20 14:02 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 13:51 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-20 13:27 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 13:16 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-20 12:52 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 12:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-20 12:11 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 11:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-20 11:32 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 11:20 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-20 10:52 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 10:40 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-20 10:16 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 10:05 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-20 09:36 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 09:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-20 08:57 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 08:48 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-20 08:17 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 08:10 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-20 07:39 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 07:30 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-20 06:58 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 06:49 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-20 06:17 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 06:11 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-20 05:42 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 05:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-20 05:07 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 05:01 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-20 04:32 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 04:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-20 03:57 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 03:51 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-20 03:22 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 03:16 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-20 02:45 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 02:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-20 02:07 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 02:00 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-20 01:43 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 01:39 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-20 01:00 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 00:58 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-20 00:08 eval Evaluated by llama-3.3-70b-wai-psq: +0.67 (Strong positive)
2026-03-20 00:03 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical content, zero rights discussion
2026-03-19 23:52 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-19 23:50 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-19 22:54 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-19 22:54 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-19 21:42 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-19 21:40 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI model efficiency, no explicit human rights discussion
2026-03-19 20:26 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-19 20:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical article on AI model efficiency, no explicit human rights discussion