Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND 0.83
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 -0.97 Moderate negative 1.00 0.97 Productivity
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
ND Four Hours of Concentration (www.johndcook.com)
334 points by wmat 4792 days ago | 86 comments on HN ~lite vlite-2.0
Summary ~lite
The blog post discusses the importance of concentration and has a positive, neutral tone.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal · 2 evals
+1 0 −1 HN
Audit Trail 5 entries
2026-03-22 01:37 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-22 01:37 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-22 01:34 eval_success Lite evaluated: Moderate negative (-0.39) - -
2026-03-22 01:34 eval Evaluated by llama-4-scout-wai: -0.39 (Moderate negative)
reasoning
Blog post on concentration, no explicit human rights discussion
2026-03-22 01:34 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -