ND MacBook Neo, the Benchmarks (birchtree.me)
40 points by ingve 12 days ago | 15 comments on HN ~lite vlite-2.0
Summary ~lite
Technical blog post discussing MacBook Neo benchmarks with transparent author and methods.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 172 HN snapshots · 140 evals
+1 0 −1 HN
Audit Trail 160 entries
2026-04-06 14:55 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-04-06 14:55 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-04-06 14:54 eval_success Lite evaluated: Neutral (0.00) - -
2026-04-06 14:54 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-04-06 14:54 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-04-06 03:20 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-04-06 03:20 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-04-06 03:18 eval_success Lite evaluated: Neutral (0.00) - -
2026-04-06 03:18 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-04-06 03:18 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-04-06 01:52 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-04-06 01:52 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-04-06 01:46 eval_success Lite evaluated: Neutral (0.00) - -
2026-04-06 01:46 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-04-06 01:46 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-04-05 22:03 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-04-05 22:03 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-04-05 22:02 eval_success Lite evaluated: Neutral (0.00) - -
2026-04-05 22:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-04-05 22:02 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-04-05 19:51 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-04-05 19:51 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-04-05 19:50 eval_success Lite evaluated: Neutral (0.00) - -
2026-04-05 19:50 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-04-05 19:50 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-04-04 22:35 eval_success Lite evaluated: Neutral (0.00) - -
2026-04-04 22:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-04-04 22:35 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-04-04 21:55 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-04-04 21:55 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-04-04 21:22 eval_success Lite evaluated: Neutral (0.00) - -
2026-04-04 21:22 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-04-04 21:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-04-04 20:28 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-04-04 19:58 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-04-04 19:12 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-04-04 18:48 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-04-04 17:58 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-04-04 17:38 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-04-04 16:46 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-04-04 16:23 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-04-04 15:28 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-04-04 15:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-04-04 14:16 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-04-04 14:01 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-04-04 13:06 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-04-04 12:50 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-04-03 08:13 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-04-03 08:13 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-30 05:31 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-30 05:15 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-30 02:14 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-30 02:03 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-29 23:17 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-29 23:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-29 22:04 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-29 21:51 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-29 20:55 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-29 20:38 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-29 01:35 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-29 01:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-28 23:59 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-28 23:28 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-28 22:28 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-28 22:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-28 21:12 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-28 20:58 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-28 20:00 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-28 19:46 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-28 18:55 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-28 18:33 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-28 17:42 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-28 17:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-28 16:31 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-28 16:13 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-28 15:15 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-28 14:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-28 11:22 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-28 11:09 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-28 10:46 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-28 10:32 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-28 10:09 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-28 09:56 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-28 09:32 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-28 09:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-28 09:02 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-28 08:55 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-28 08:20 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-28 08:14 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-28 07:40 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-28 07:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-28 06:57 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-28 06:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-28 06:16 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-28 06:15 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-28 05:37 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-28 05:36 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-28 05:01 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-28 04:56 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-28 04:23 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-28 04:20 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-28 03:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-28 03:41 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-28 03:05 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-28 02:59 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-28 02:29 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-28 02:21 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-28 01:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-28 01:45 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-28 01:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-28 01:16 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-28 00:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-28 00:29 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-28 00:25 eval Evaluated by llama-3.3-70b-wai-psq: +0.36 (Moderate positive)
2026-03-28 00:22 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical blog post, no rights discussion
2026-03-27 23:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-27 23:18 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-27 22:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-27 22:07 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-27 21:23 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-27 20:50 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-27 20:07 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-27 19:32 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-27 18:56 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-27 18:16 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-27 17:42 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-27 17:04 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-27 16:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-27 15:52 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-27 15:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-27 14:35 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-27 14:09 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-27 12:59 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-27 12:37 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-27 12:15 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-27 11:56 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-27 11:38 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-27 11:17 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-27 10:57 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-27 10:40 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-27 10:17 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-27 10:03 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-27 09:41 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-27 09:29 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-27 09:02 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-27 08:51 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-27 08:21 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-27 08:09 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-27 07:37 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-27 07:29 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-27 07:01 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-27 06:53 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-27 06:17 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-27 06:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-27 05:36 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-27 05:33 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-27 04:58 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-27 04:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion
2026-03-27 04:15 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-27 04:14 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical blog post about MacBook Neo benchmarks, no human rights discussion