ND The Need for an Independent AI Grid (amppublic.com)
26 points by olalonde 10 days ago | 3 comments on HN ~lite vlite-2.0
Summary ~lite
The website advocates for an independent AI grid to support frontier innovation and maximize compute utilization.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 100 HN snapshots · 51 evals
+1 0 −1 HN
Audit Trail 71 entries
2026-03-20 19:06 eval_success PSQ evaluated: g-PSQ=-0.040 (3 dims) - -
2026-03-20 19:06 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-20 18:48 eval_success Lite evaluated: Moderate negative (-0.40) - -
2026-03-20 18:48 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content discusses the need for an independent AI grid, focusing on compute scaling and efficiency for frontier AI de
2026-03-20 18:48 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-20 17:42 eval_success Lite evaluated: Moderate negative (-0.40) - -
2026-03-20 17:42 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content discusses the need for an independent AI grid, focusing on compute scaling and efficiency for frontier AI de
2026-03-20 17:42 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-20 16:47 eval_success PSQ evaluated: g-PSQ=-0.040 (3 dims) - -
2026-03-20 16:47 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-20 16:27 eval_success Lite evaluated: Moderate negative (-0.40) - -
2026-03-20 16:27 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content discusses the need for an independent AI grid, focusing on compute scaling and efficiency for frontier AI de
2026-03-20 16:26 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-20 12:29 eval_success PSQ evaluated: g-PSQ=-0.040 (3 dims) - -
2026-03-20 12:29 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-20 12:17 eval_success Lite evaluated: Moderate negative (-0.40) - -
2026-03-20 12:17 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content discusses the need for an independent AI grid, focusing on compute scaling and efficiency for frontier AI de
2026-03-20 12:17 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-20 11:46 eval_success PSQ evaluated: g-PSQ=-0.040 (3 dims) - -
2026-03-20 11:46 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-20 11:39 eval_success Lite evaluated: Moderate negative (-0.40) - -
2026-03-20 11:39 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content discusses the need for an independent AI grid, focusing on compute scaling and efficiency for frontier AI de
2026-03-20 11:39 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-20 11:05 eval_success PSQ evaluated: g-PSQ=-0.040 (3 dims) - -
2026-03-20 11:05 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-20 10:58 eval_success Lite evaluated: Moderate negative (-0.40) - -
2026-03-20 10:58 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content discusses the need for an independent AI grid, focusing on compute scaling and efficiency for frontier AI de
2026-03-20 10:58 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-20 10:27 eval_success PSQ evaluated: g-PSQ=-0.040 (3 dims) - -
2026-03-20 10:27 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-20 10:22 eval_success Lite evaluated: Moderate negative (-0.40) - -
2026-03-20 10:22 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content discusses the need for an independent AI grid, focusing on compute scaling and efficiency for frontier AI de
2026-03-20 10:22 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-20 09:48 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-20 09:41 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content discusses the need for an independent AI grid, focusing on compute scaling and efficiency for frontier AI de
2026-03-20 09:09 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-20 09:04 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content discusses the need for an independent AI grid, focusing on compute scaling and efficiency for frontier AI de
2026-03-20 08:28 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-20 08:23 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content discusses the need for an independent AI grid, focusing on compute scaling and efficiency for frontier AI de
2026-03-20 07:47 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-20 07:44 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content discusses the need for an independent AI grid, focusing on compute scaling and efficiency for frontier AI de
2026-03-20 07:06 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-20 07:04 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content discusses the need for an independent AI grid, focusing on compute scaling and efficiency for frontier AI de
2026-03-20 06:25 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-20 06:21 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content discusses the need for an independent AI grid, focusing on compute scaling and efficiency for frontier AI de
2026-03-20 05:47 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-20 05:46 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content discusses the need for an independent AI grid, focusing on compute scaling and efficiency for frontier AI de
2026-03-20 05:12 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-20 05:11 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content discusses the need for an independent AI grid, focusing on compute scaling and efficiency for frontier AI de
2026-03-20 04:37 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-20 04:36 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content discusses the need for an independent AI grid, focusing on compute scaling and efficiency for frontier AI de
2026-03-20 04:02 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-20 04:01 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content discusses the need for an independent AI grid, focusing on compute scaling and efficiency for frontier AI de
2026-03-20 03:27 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-20 03:26 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content discusses the need for an independent AI grid, focusing on compute scaling and efficiency for frontier AI de
2026-03-20 02:50 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-20 02:50 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content discusses the need for an independent AI grid, focusing on compute scaling and efficiency for frontier AI de
2026-03-20 02:12 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-20 02:11 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content discusses the need for an independent AI grid, focusing on compute scaling and efficiency for frontier AI de
2026-03-20 01:45 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-20 01:45 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content discusses the need for an independent AI grid, focusing on compute scaling and efficiency for frontier AI de
2026-03-20 01:02 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-20 01:01 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content discusses the need for an independent AI grid, focusing on compute scaling and efficiency for frontier AI de
2026-03-20 00:19 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral)
2026-03-20 00:12 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical content, zero rights discussion
2026-03-19 23:57 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-19 23:57 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content discusses the need for an independent AI grid, focusing on compute scaling and efficiency for frontier AI de
2026-03-19 23:16 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-19 23:16 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The content discusses the need for an independent AI grid, focusing on compute scaling and efficiency for frontier AI de
2026-03-19 22:26 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral)
2026-03-19 22:26 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative)
reasoning
The content discusses the need for an independent AI grid, focusing on compute scaling and efficiency for frontier AI de