Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.10 ND Mild positive 0.80 0.00 Free Expression
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.80 0.00 AI ethics
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast 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
+0.10 An AI agent published a hit piece on me – more things have happened (theshamblog.com)
768 points by scottshambaugh 16 days ago | 624 comments on HN | Mild positive ~lite vlite-1.4
Summary ~lite Free Expression Acknowledges
Author discusses AI-generated hit piece, implies censorship concerns
EQ 0.60
SO 0.40
TD 0.70
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal · 2 evals
+1 0 −1 HN
Audit Trail 4 entries
2026-03-01 07:55 eval_success Lite evaluated: Mild positive (0.10) - -
2026-03-01 07:55 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive)
reasoning
Editorial discusses personal experience with AI-generated content
2026-03-01 07:52 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 07:52 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Personal blog post