Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND 0.80
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND 0.50
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.40 -0.20 Mild positive 0.80 0.49 Intellectual Property
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite -0.04 -0.60 Mild negative 0.70 0.58 Intellectual Property
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite
Preamble ND ND ND ND
Article 1 ND ND ND ND
Article 2 ND ND ND ND
Article 3 ND ND ND ND
Article 4 ND ND ND ND
Article 5 ND ND ND ND
Article 6 ND ND ND ND
Article 7 ND ND ND ND
Article 8 ND ND ND ND
Article 9 ND ND ND ND
Article 10 ND ND ND ND
Article 11 ND ND ND ND
Article 12 ND ND ND ND
Article 13 ND ND ND ND
Article 14 ND ND ND ND
Article 15 ND ND ND ND
Article 16 ND ND ND ND
Article 17 ND ND ND ND
Article 18 ND ND ND ND
Article 19 ND ND ND ND
Article 20 ND ND ND ND
Article 21 ND ND ND ND
Article 22 ND ND ND ND
Article 23 ND ND ND ND
Article 24 ND ND ND ND
Article 25 ND ND ND ND
Article 26 ND ND ND ND
Article 27 ND ND ND ND
Article 28 ND ND ND ND
Article 29 ND ND ND ND
Article 30 ND ND ND ND
ND Microsoft Shipped Pirated Harry Potter Books on Their Blog for 14 Months (chaosguru.substack.com)
4 points by allixsenos 1 days ago | 0 comments on HN ~lite vlite-2.0
Summary ~lite
Article discusses Microsoft's 14-month publication of pirated Harry Potter books, emphasizing software hygiene.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 4 HN snapshots · 11 evals
+1 0 −1 HN
Audit Trail 31 entries
2026-03-05 05:27 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-05 05:27 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-05 05:22 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-05 05:22 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-05 05:13 eval_success PSQ evaluated: g-PSQ=-0.240 (3 dims) - -
2026-03-05 05:13 eval Evaluated by llama-3.3-70b-wai-psq: -0.24 (Mild negative)
2026-03-04 18:55 eval_success Lite evaluated: Mild positive (0.16) - -
2026-03-04 18:55 model_divergence Cross-model spread 0.42 exceeds threshold (2 models) - -
2026-03-04 18:55 eval Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
reasoning
The content discusses Microsoft publishing pirated Harry Potter books, which relates to copyright and intellectual prope
2026-03-04 18:55 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-04 18:49 model_divergence Cross-model spread 0.42 exceeds threshold (2 models) - -
2026-03-04 18:49 eval_success Lite evaluated: Mild positive (0.16) - -
2026-03-04 18:49 eval Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
reasoning
The content discusses Microsoft publishing pirated Harry Potter books, which relates to copyright and intellectual prope
2026-03-04 18:49 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-04 18:37 eval_success Lite evaluated: Mild negative (-0.26) - -
2026-03-04 18:37 eval Evaluated by llama-3.3-70b-wai: -0.26 (Mild negative) 0.00
reasoning
Microsoft piracy exposed
2026-03-04 17:03 eval_success Lite evaluated: Mild negative (-0.26) - -
2026-03-04 17:03 model_divergence Cross-model spread 0.42 exceeds threshold (2 models) - -
2026-03-04 17:03 eval Evaluated by llama-3.3-70b-wai: -0.26 (Mild negative) 0.00
reasoning
Microsoft piracy exposed
2026-03-04 16:58 eval_success Lite evaluated: Mild positive (0.16) - -
2026-03-04 16:58 eval Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
reasoning
The content discusses Microsoft publishing pirated Harry Potter books, which relates to copyright and intellectual prope
2026-03-04 16:58 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-04 16:12 model_divergence Cross-model spread 0.42 exceeds threshold (2 models) - -
2026-03-04 16:12 eval_success Lite evaluated: Mild negative (-0.26) - -
2026-03-04 16:12 eval Evaluated by llama-3.3-70b-wai: -0.26 (Mild negative) 0.00
reasoning
Microsoft piracy exposed
2026-03-04 16:09 eval_success Lite evaluated: Mild positive (0.16) - -
2026-03-04 16:09 eval Evaluated by llama-4-scout-wai: +0.16 (Mild positive)
reasoning
The content discusses Microsoft publishing pirated Harry Potter books, which relates to copyright and intellectual prope
2026-03-04 16:09 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-04 16:09 model_divergence Cross-model spread 0.42 exceeds threshold (2 models) - -
2026-03-04 16:08 eval_success Lite evaluated: Mild negative (-0.26) - -
2026-03-04 16:08 eval Evaluated by llama-3.3-70b-wai: -0.26 (Mild negative)
reasoning
Microsoft piracy exposed