Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 1.00 0.00 Technology AI
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.83 — —
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-4-scout-17b-16e-instruct lite Delta
Preamble ND ND
Article 1 ND ND
Article 2 ND ND
Article 3 ND ND
Article 4 ND ND
Article 5 ND ND
Article 6 ND ND
Article 7 ND ND
Article 8 ND ND
Article 9 ND ND
Article 10 ND ND
Article 11 ND ND
Article 12 ND ND
Article 13 ND ND
Article 14 ND ND
Article 15 ND ND
Article 16 ND ND
Article 17 ND ND
Article 18 ND ND
Article 19 ND ND
Article 20 ND ND
Article 21 ND ND
Article 22 ND ND
Article 23 ND ND
Article 24 ND ND
Article 25 ND ND
Article 26 ND ND
Article 27 ND ND
Article 28 ND ND
Article 29 ND ND
Article 30 ND ND
0.00 The emerging role of SRAM-centric chips in AI inference (gimletlabs.ai)
6 points by gmays 22 hours ago | 0 comments on HN | Neutral ~lite vlite-1.6
Summary ~lite Technology AI Neutral
Technical article discussing SRAM-centric chips in AI inference
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 5 HN snapshots · 61 evals
+1 0 −1 HN
Audit Trail 81 entries
2026-03-10 17:27 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-10 17:27 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on SRAM-centric chips in AI inference, no human rights discussion
2026-03-10 17:27 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-10 17:08 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-10 17:08 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 16:49 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-10 16:49 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on SRAM-centric chips in AI inference, no human rights discussion
2026-03-10 16:49 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-10 16:14 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-10 16:14 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 16:10 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-10 16:10 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on SRAM-centric chips in AI inference, no human rights discussion
2026-03-10 16:10 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-10 15:38 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-10 15:38 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on SRAM-centric chips in AI inference, no human rights discussion
2026-03-10 15:38 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-10 15:23 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-10 15:23 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 14:59 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-10 14:59 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-10 14:59 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on SRAM-centric chips in AI inference, no human rights discussion
2026-03-10 14:40 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-10 14:40 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 14:40 credit_exhausted Credit balance too low, pausing provider for 30 min - -
2026-03-10 14:18 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-10 14:18 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on SRAM-centric chips in AI inference, no human rights discussion
2026-03-10 14:18 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-10 13:52 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-10 13:52 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 13:41 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-10 13:41 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on SRAM-centric chips in AI inference, no human rights discussion
2026-03-10 13:41 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-10 13:16 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 13:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on SRAM-centric chips in AI inference, no human rights discussion
2026-03-10 12:36 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 12:32 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on SRAM-centric chips in AI inference, no human rights discussion
2026-03-10 12:18 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 12:13 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on SRAM-centric chips in AI inference, no human rights discussion
2026-03-10 11:58 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 11:54 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on SRAM-centric chips in AI inference, no human rights discussion
2026-03-10 11:42 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 11:38 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on SRAM-centric chips in AI inference, no human rights discussion
2026-03-10 11:22 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 11:21 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on SRAM-centric chips in AI inference, no human rights discussion
2026-03-10 11:03 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 11:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on SRAM-centric chips in AI inference, no human rights discussion
2026-03-10 10:46 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on SRAM-centric chips in AI inference, no human rights discussion
2026-03-10 10:44 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 10:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on SRAM-centric chips in AI inference, no human rights discussion
2026-03-10 10:24 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 10:09 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on SRAM-centric chips in AI inference, no human rights discussion
2026-03-10 10:07 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 09:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on SRAM-centric chips in AI inference, no human rights discussion
2026-03-10 09:51 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 09:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on SRAM-centric chips in AI inference, no human rights discussion
2026-03-10 09:33 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 09:18 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on SRAM-centric chips in AI inference, no human rights discussion
2026-03-10 09:16 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 09:01 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on SRAM-centric chips in AI inference, no human rights discussion
2026-03-10 08:59 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 08:46 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on SRAM-centric chips in AI inference, no human rights discussion
2026-03-10 08:41 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 08:29 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on SRAM-centric chips in AI inference, no human rights discussion
2026-03-10 08:24 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 08:15 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on SRAM-centric chips in AI inference, no human rights discussion
2026-03-10 08:09 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 07:56 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on SRAM-centric chips in AI inference, no human rights discussion
2026-03-10 07:49 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 07:41 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on SRAM-centric chips in AI inference, no human rights discussion
2026-03-10 07:30 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 07:23 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on SRAM-centric chips in AI inference, no human rights discussion
2026-03-10 07:12 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 07:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on SRAM-centric chips in AI inference, no human rights discussion
2026-03-10 06:53 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 06:48 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on SRAM-centric chips in AI inference, no human rights discussion
2026-03-10 06:34 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 06:29 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on SRAM-centric chips in AI inference, no human rights discussion
2026-03-10 06:13 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 06:10 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on SRAM-centric chips in AI inference, no human rights discussion
2026-03-10 05:55 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive)
2026-03-10 05:54 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical article on SRAM-centric chips in AI inference, no human rights discussion