Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 1.00 0.00 —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.90 0.00 tech tutorial
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 Why does C have the best file API (maurycyz.com)
142 points by maurycyz 23 hours ago | 133 comments on HN | Neutral ~lite vlite-1.4
Summary ~lite Neutral
The author discusses C's file API, no human rights mentioned
EQ 0.00
SO 0.00
TD 0.00
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal 502 HN snapshots · 69 evals
+1 0 −1 HN
Audit Trail 89 entries
2026-03-02 19:00 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 19:00 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial on C file API, no human rights discussion
2026-03-02 18:26 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 18:26 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-03-02 17:52 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 17:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial on C file API, no human rights discussion
2026-03-02 17:13 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 17:13 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-03-02 16:41 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 16:41 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial on C file API, no human rights discussion
2026-03-02 16:06 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 16:06 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-03-02 15:20 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 15:20 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial on C file API, no human rights discussion
2026-03-02 15:17 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 15:17 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-03-02 15:13 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 15:13 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial on C file API, no human rights discussion
2026-03-02 14:30 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 14:30 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-03-02 14:24 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 14:24 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial on C file API, no human rights discussion
2026-03-02 14:00 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 14:00 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-03-02 13:45 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 13:45 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial on C file API, no human rights discussion
2026-03-02 13:12 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 13:12 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-03-02 13:07 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 13:07 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-03-02 13:04 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 13:04 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial on C file API, no human rights discussion
2026-03-02 12:21 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 12:21 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-03-02 12:16 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 12:16 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial on C file API, no human rights discussion
2026-03-02 12:10 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 12:10 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial on C file API, no human rights discussion
2026-03-02 11:49 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 11:49 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-03-02 11:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial on C file API, no human rights discussion
2026-03-02 11:09 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-03-02 11:04 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-03-02 10:58 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial on C file API, no human rights discussion
2026-03-02 10:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial on C file API, no human rights discussion
2026-03-02 10:14 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-03-02 10:09 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-03-02 10:08 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial on C file API, no human rights discussion
2026-03-02 09:29 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-03-02 09:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial on C file API, no human rights discussion
2026-03-02 08:41 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-03-02 08:32 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial on C file API, no human rights discussion
2026-03-02 08:27 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial on C file API, no human rights discussion
2026-03-02 07:58 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-03-02 07:43 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial on C file API, no human rights discussion
2026-03-02 07:12 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-03-02 07:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial on C file API, no human rights discussion
2026-03-02 06:35 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-03-02 06:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial on C file API, no human rights discussion
2026-03-02 06:17 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial on C file API, no human rights discussion
2026-03-02 06:00 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-03-02 05:44 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial on C file API, no human rights discussion
2026-03-02 05:39 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial on C file API, no human rights discussion
2026-03-02 05:20 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-03-02 05:04 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial on C file API, no human rights discussion
2026-03-02 04:47 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-03-02 04:43 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-03-02 04:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial on C file API, no human rights discussion
2026-03-02 03:59 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-03-02 03:41 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial on C file API, no human rights discussion
2026-03-02 03:15 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-03-02 02:56 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial on C file API, no human rights discussion
2026-03-02 02:39 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-03-02 02:21 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial on C file API, no human rights discussion
2026-03-02 02:03 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-03-02 01:29 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial on C file API, no human rights discussion
2026-03-02 01:24 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial on C file API, no human rights discussion
2026-03-02 01:11 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-03-02 00:45 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial on C file API, no human rights discussion
2026-03-02 00:40 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial on C file API, no human rights discussion
2026-03-02 00:34 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-03-01 23:49 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial on C file API, no human rights discussion
2026-03-01 23:39 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-03-01 23:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial on C file API, no human rights discussion
2026-03-01 22:55 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-03-01 22:50 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-03-01 22:16 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial on C file API, no human rights discussion
2026-03-01 22:11 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Editorial on C file API, no human rights discussion
2026-03-01 22:09 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
PR tech tutorial