Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite -1.00 -0.60 Strong negative 1.00 -0.63 —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 -0.60 Mild negative 0.80 0.60 AI Efficiency
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast 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
-1.00 EEmicroGPT: 19,000× faster microGPT training on a laptop CPU (loss vs. time) (entrpi.github.io)
5 points by easygenes 23 hours ago | 1 comments on HN | Strong negative ~lite vlite-1.6
Summary ~lite Neutral
Technical article on optimizing GPT training
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 · 16 evals
+1 0 −1 HN
Audit Trail 36 entries
2026-03-04 09:39 eval_success Lite evaluated: Strong negative (-0.80) - -
2026-03-04 09:39 model_divergence Cross-model spread 0.50 exceeds threshold (2 models) - -
2026-03-04 09:39 eval Evaluated by llama-4-scout-wai: -0.80 (Strong negative) 0.00
reasoning
Technical article on optimizing GPT training, no human rights discussion
2026-03-04 09:34 eval_success Lite evaluated: Strong negative (-0.80) - -
2026-03-04 09:34 model_divergence Cross-model spread 0.50 exceeds threshold (2 models) - -
2026-03-04 09:34 eval Evaluated by llama-4-scout-wai: -0.80 (Strong negative) 0.00
reasoning
Technical article on optimizing GPT training, no human rights discussion
2026-03-04 09:17 eval_success Lite evaluated: Mild negative (-0.30) - -
2026-03-04 09:17 eval Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
reasoning
Technical AI discussion, neutral stance
2026-03-04 09:17 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-04 08:57 eval_success Lite evaluated: Strong negative (-0.80) - -
2026-03-04 08:57 eval Evaluated by llama-4-scout-wai: -0.80 (Strong negative) 0.00
reasoning
Technical article on optimizing GPT training, no human rights discussion
2026-03-04 08:35 eval_success Lite evaluated: Mild negative (-0.30) - -
2026-03-04 08:35 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-04 08:35 eval Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
reasoning
Technical AI discussion, neutral stance
2026-03-04 08:30 eval_success Lite evaluated: Mild negative (-0.30) - -
2026-03-04 08:30 eval Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
reasoning
Technical AI discussion, neutral stance
2026-03-04 08:30 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-04 08:16 eval_success Lite evaluated: Strong negative (-0.80) - -
2026-03-04 08:16 eval Evaluated by llama-4-scout-wai: -0.80 (Strong negative) 0.00
reasoning
Technical article on optimizing GPT training, no human rights discussion
2026-03-04 08:11 eval_success Lite evaluated: Strong negative (-0.80) - -
2026-03-04 08:11 eval Evaluated by llama-4-scout-wai: -0.80 (Strong negative) -0.88
reasoning
Technical article on optimizing GPT training, no human rights discussion
2026-03-04 08:03 eval_success Lite evaluated: Mild negative (-0.30) - -
2026-03-04 08:03 eval Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) -0.38
reasoning
Technical AI discussion, neutral stance
2026-03-04 08:03 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-04 07:36 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-04 07:36 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical article on optimizing GPT training, no human rights discussion
2026-03-04 07:36 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-04 07:21 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-04 07:21 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-04 07:21 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical AI discussion, neutral stance
2026-03-04 06:58 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-04 06:58 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical article on optimizing GPT training, no human rights discussion
2026-03-04 06:15 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical AI discussion, neutral stance
2026-03-04 05:46 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical article on optimizing GPT training, no human rights discussion
2026-03-04 05:41 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral)
reasoning
Technical article on optimizing GPT training, no human rights discussion
2026-03-04 05:40 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral)
reasoning
Technical AI discussion, neutral stance