Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.10 -0.60 Mild negative 0.80 0.65 Free Speech
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite -0.04 ND Neutral 0.60 0.00 AI ethics
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.50 — —
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.73 — —
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
+0.10 An AI Agent Published a Hit Piece on Me – Forensics and More Fallout (theshamblog.com)
120 points by scottshambaugh 23 days ago | 83 comments on HN | Mild negative ~lite vlite-1.6
Summary ~lite Free Speech Neglects
Blog post discusses AI-generated hit piece, no explicit human rights discussion
EQ 0.50
SO 0.60
TD 0.70
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal · 5 evals
+1 0 −1 HN
Audit Trail 10 entries
2026-03-07 20:46 eval_success Lite evaluated: Mild negative (-0.18) - -
2026-03-07 20:46 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative)
reasoning
Blog post discussing AI-generated content and its implications
2026-03-07 20:40 eval_success Lite evaluated: Neutral (-0.04) - -
2026-03-07 20:40 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral)
reasoning
Personal blog post about AI hit piece
2026-03-07 16:43 eval_success PSQ evaluated: g-PSQ=0.000 (3 dims) - -
2026-03-07 16:43 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-07 16:38 eval_success PSQ evaluated: g-PSQ=0.018 (3 dims) - -
2026-03-07 16:38 eval Evaluated by llama-4-scout-wai-psq: +0.02 (Neutral)
2026-03-07 16:37 eval_success PSQ evaluated: g-PSQ=0.000 (3 dims) - -
2026-03-07 16:37 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral)