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-3.3-70b-instruct-fp8-fast lite -0.04 +0.10 Neutral 0.70 -0.12 Artistic Freedom
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 +0.04 Neutral 0.80 -0.04 Artistic Freedom
openai/gpt-oss-120b:free lite ND ND
google/gemma-3-27b-it:free lite ND ND
qwen/qwen3-coder:free lite ND ND
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-4-scout-17b-16e-instruct lite openai/gpt-oss-120b:free lite google/gemma-3-27b-it:free lite qwen/qwen3-coder:free lite
Preamble ND ND ND ND ND ND ND
Article 1 ND ND ND ND ND ND ND
Article 2 ND ND ND ND ND ND ND
Article 3 ND ND ND ND ND ND ND
Article 4 ND ND ND ND ND ND ND
Article 5 ND ND ND ND ND ND ND
Article 6 ND ND ND ND ND ND ND
Article 7 ND ND ND ND ND ND ND
Article 8 ND ND ND ND ND ND ND
Article 9 ND ND ND ND ND ND ND
Article 10 ND ND ND ND ND ND ND
Article 11 ND ND ND ND ND ND ND
Article 12 ND ND ND ND ND ND ND
Article 13 ND ND ND ND ND ND ND
Article 14 ND ND ND ND ND ND ND
Article 15 ND ND ND ND ND ND ND
Article 16 ND ND ND ND ND ND ND
Article 17 ND ND ND ND ND ND ND
Article 18 ND ND ND ND ND ND ND
Article 19 ND ND ND ND ND ND ND
Article 20 ND ND ND ND ND ND ND
Article 21 ND ND ND ND ND ND ND
Article 22 ND ND ND ND ND ND ND
Article 23 ND ND ND ND ND ND ND
Article 24 ND ND ND ND ND ND ND
Article 25 ND ND ND ND ND ND ND
Article 26 ND ND ND ND ND ND ND
Article 27 ND ND ND ND ND ND ND
Article 28 ND ND ND ND ND ND ND
Article 29 ND ND ND ND ND ND ND
Article 30 ND ND ND ND ND ND ND
ND Pixar was never a masterpiece factory (freddiedeboer.substack.com)
123 points by paulpauper 989 days ago | 268 comments on HN ~lite vlite-2.0
Summary ~lite
Critical analysis of Pixar's reputation.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal · 5 evals
+1 0 −1 HN
Audit Trail 11 entries
2026-03-05 14:43 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-05 14:43 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-05 14:33 eval_success PSQ evaluated: g-PSQ=-0.080 (3 dims) - -
2026-03-05 14:33 eval Evaluated by llama-3.3-70b-wai-psq: -0.08 (Neutral)
2026-03-04 03:42 eval_success Lite evaluated: Neutral (0.03) - -
2026-03-04 03:42 eval Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
reasoning
Editorial neutral, structural slightly positive
2026-03-04 03:41 eval_success Lite evaluated: Neutral (0.02) - -
2026-03-04 03:41 eval Evaluated by llama-4-scout-wai: +0.02 (Neutral)
reasoning
The content discusses Pixar's film quality, no explicit rights discourse
2026-03-04 03:41 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-04 03:37 eval_success Lite evaluated: Neutral (0.03) - -
2026-03-04 03:37 eval Evaluated by llama-3.3-70b-wai: +0.03 (Neutral)
reasoning
Editorial neutral, structural slightly positive