Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 +0.16 Neutral 0.80 -0.16 Technology AI
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 +0.10 Neutral 0.80 -0.10 AI agent behavior
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
0.00 Show HN: Aft, a Python toolkit to study agent behavior (github.com)
1 points by chse_cake 10 hours ago | 0 comments on HN | Neutral ~lite vlite-1.5
Summary ~lite Technology AI Neutral
GitHub repository for Aft, a Python toolkit for AI agent behavior study
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 11 HN snapshots · 2 evals
+1 0 −1 HN
Audit Trail 6 entries
2026-03-03 02:25 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-03 02:25 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-03 02:25 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral)
reasoning
GitHub repository for Aft, a Python toolkit for studying AI agent behavior
2026-03-03 02:25 eval_success Lite evaluated: Neutral (0.05) - -
2026-03-03 02:25 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral)
reasoning
AI agent behavior toolkit
2026-03-03 02:25 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -