Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 0.90 0.00 Technology Development
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.90 0.00 Tech neutrality
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 If AI writes code, should the session be part of the commit? (github.com)
385 points by mandel_x 15 hours ago | 330 comments on HN | Neutral ~lite vlite-1.4
Summary ~lite Technology Development Neutral
Discusses code commit practices on GitHub
EQ 0.50
SO 0.50
TD 0.50
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal 378 HN snapshots · 51 evals
+1 0 −1 HN
Audit Trail 71 entries
2026-03-02 15:43 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 15:43 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial stance on GitHub code commit discussions
2026-03-02 15:42 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 15:42 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Neutral tech content
2026-03-02 15:38 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 15:38 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial stance on GitHub code commit discussions
2026-03-02 14:59 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 14:59 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Neutral tech content
2026-03-02 14:57 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 14:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial stance on GitHub code commit discussions
2026-03-02 14:52 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 14:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial stance on GitHub code commit discussions
2026-03-02 14:19 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 14:19 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Neutral tech content
2026-03-02 14:14 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 14:14 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Neutral tech content
2026-03-02 14:09 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 14:09 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial stance on GitHub code commit discussions
2026-03-02 14:05 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 14:05 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial stance on GitHub code commit discussions
2026-03-02 13:40 credit_exhausted Credit balance too low, pausing provider for 30 min - -
2026-03-02 13:31 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 13:31 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Neutral tech content
2026-03-02 13:17 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 13:17 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial stance on GitHub code commit discussions
2026-03-02 13:12 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 13:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial stance on GitHub code commit discussions
2026-03-02 12:54 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 12:54 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Neutral tech content
2026-03-02 12:47 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 12:47 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Neutral tech content
2026-03-02 12:27 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 12:27 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial stance on GitHub code commit discussions
2026-03-02 12:22 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 12:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial stance on GitHub code commit discussions
2026-03-02 12:07 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 12:07 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Neutral tech content
2026-03-02 11:51 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 11:51 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial stance on GitHub code commit discussions
2026-03-02 11:29 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Neutral tech content
2026-03-02 11:10 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial stance on GitHub code commit discussions
2026-03-02 10:54 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Neutral tech content
2026-03-02 10:21 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial stance on GitHub code commit discussions
2026-03-02 10:08 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Neutral tech content
2026-03-02 09:39 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial stance on GitHub code commit discussions
2026-03-02 09:34 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial stance on GitHub code commit discussions
2026-03-02 09:26 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Neutral tech content
2026-03-02 08:44 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial stance on GitHub code commit discussions
2026-03-02 08:35 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Neutral tech content
2026-03-02 08:30 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Neutral tech content
2026-03-02 08:00 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial stance on GitHub code commit discussions
2026-03-02 07:51 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Neutral tech content
2026-03-02 07:11 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial stance on GitHub code commit discussions
2026-03-02 07:07 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Neutral tech content
2026-03-02 06:32 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial stance on GitHub code commit discussions
2026-03-02 06:24 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Neutral tech content
2026-03-02 06:20 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Neutral tech content
2026-03-02 05:56 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial stance on GitHub code commit discussions
2026-03-02 05:50 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial stance on GitHub code commit discussions
2026-03-02 05:49 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Neutral tech content
2026-03-02 05:07 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Neutral tech content
2026-03-02 05:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial stance on GitHub code commit discussions
2026-03-02 04:32 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Neutral tech content
2026-03-02 04:30 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial stance on GitHub code commit discussions
2026-03-02 03:50 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Neutral tech content
2026-03-02 03:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial stance on GitHub code commit discussions
2026-03-02 03:45 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Neutral tech content
2026-03-02 03:05 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial stance on GitHub code commit discussions
2026-03-02 03:04 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Neutral tech content
2026-03-02 02:59 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Editorial stance on GitHub code commit discussions
2026-03-02 02:57 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Neutral tech content