Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 -0.20 Neutral 0.90 0.20 AI Technology
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.80 0.00 Tech development
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.83 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.50 — —
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-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast 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
0.00 O3 Turns Pro (thezvi.substack.com)
164 points by jsnider3 265 days ago | 132 comments on HN | Neutral ~lite vlite-1.6
Summary ~lite AI Technology Neutral
The article compares AI models o3-pro and o3, discussing their performance and usage.
EQ 0.50
SO 0.20
TD 0.80
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal · 5 evals
+1 0 −1 HN
Audit Trail 13 entries
2026-03-07 21:08 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-07 21:08 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-07 21:08 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The content discusses AI model o3-pro, comparing it to o3 and other models, without explicit human rights discussion.
2026-03-07 21:03 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-07 21:03 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral)
reasoning
The content discusses AI model o3-pro, comparing it to o3 and other models, without explicit human rights discussion.
2026-03-07 21:03 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-07 20:54 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-07 20:54 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Neutral tech article
2026-03-07 20:54 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-06 14:48 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-06 14:48 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-06 14:44 eval_success PSQ evaluated: g-PSQ=-0.080 (3 dims) - -
2026-03-06 14:44 eval Evaluated by llama-3.3-70b-wai-psq: -0.08 (Neutral)