Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.80 — —
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 +0.20 Neutral 0.90 -0.20 AI Economics
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.83 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 +0.20 Neutral 0.90 -0.20 AI cost analysis
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @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
Preamble ND ND ND ND
Article 1 ND ND ND ND
Article 2 ND ND ND ND
Article 3 ND ND ND ND
Article 4 ND ND ND ND
Article 5 ND ND ND ND
Article 6 ND ND ND ND
Article 7 ND ND ND ND
Article 8 ND ND ND ND
Article 9 ND ND ND ND
Article 10 ND ND ND ND
Article 11 ND ND ND ND
Article 12 ND ND ND ND
Article 13 ND ND ND ND
Article 14 ND ND ND ND
Article 15 ND ND ND ND
Article 16 ND ND ND ND
Article 17 ND ND ND ND
Article 18 ND ND ND ND
Article 19 ND ND ND ND
Article 20 ND ND ND ND
Article 21 ND ND ND ND
Article 22 ND ND ND ND
Article 23 ND ND ND ND
Article 24 ND ND ND ND
Article 25 ND ND ND ND
Article 26 ND ND ND ND
Article 27 ND ND ND ND
Article 28 ND ND ND ND
Article 29 ND ND ND ND
Article 30 ND ND ND ND
ND No, it doesn't cost Anthropic $5k per Claude Code user (martinalderson.com)
445 points by jnord 1 days ago | 321 comments on HN ~lite vlite-2.0
Summary ~lite
The viral claim that Anthropic loses $5,000 per Claude Code subscriber is scrutinized and found to be misleading.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 669 HN snapshots · 116 evals
+1 0 −1 HN
Audit Trail 136 entries
2026-03-11 02:35 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-11 02:35 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-11 02:31 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-11 02:31 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-11 02:31 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-11 01:49 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-11 01:49 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-11 01:46 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-11 01:46 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-11 01:46 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-11 01:00 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-11 01:00 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-11 00:58 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-11 00:58 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-11 00:58 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-11 00:22 eval_success PSQ evaluated: g-PSQ=0.483 (3 dims) - -
2026-03-11 00:22 eval Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive)
2026-03-11 00:18 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-11 00:18 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral)
reasoning
Technical analysis of AI costs
2026-03-11 00:18 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-11 00:17 credit_exhausted Credit balance too low, pausing provider for 30 min - -
2026-03-10 23:13 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-10 23:13 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 23:08 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-10 23:08 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 23:08 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-10 22:37 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-10 22:37 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 22:36 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-10 22:36 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 22:36 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-10 22:19 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-10 22:19 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 22:18 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 21:44 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 21:43 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 21:26 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 21:24 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 21:09 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 21:06 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 20:46 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 20:43 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 20:12 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 20:08 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 19:53 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 19:49 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 19:33 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 19:29 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 19:15 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 19:08 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 18:56 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 18:49 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 18:20 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 18:13 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 18:00 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 17:52 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 17:31 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 17:18 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 16:55 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 16:40 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 16:17 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 16:01 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 15:44 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 15:27 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 15:16 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 14:48 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 14:41 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 14:17 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 14:10 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 13:42 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 13:37 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 13:09 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 13:05 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 12:34 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 12:31 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 12:17 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 12:15 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 11:59 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 11:57 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 11:42 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 11:40 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 11:26 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 11:24 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 11:10 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 11:05 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 10:56 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 10:47 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 10:35 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 10:26 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 10:19 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 10:10 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 10:05 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 09:53 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 09:52 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 09:37 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 09:36 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 09:22 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 09:19 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 09:08 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 09:01 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 08:54 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 08:44 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 08:39 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 08:27 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 08:23 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 08:11 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 08:07 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 07:52 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 07:50 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 07:34 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 07:33 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 07:17 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 07:15 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 07:00 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 06:56 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 06:42 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 06:39 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 06:23 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 06:17 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 06:08 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 06:00 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 05:52 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 05:43 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 05:38 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 05:27 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 05:21 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 05:09 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 05:06 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 04:51 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 04:47 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 04:17 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 04:14 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 03:59 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 03:58 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical analysis of AI costs, no explicit human rights discussion
2026-03-10 03:42 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive)
2026-03-10 03:40 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral)
reasoning
Technical analysis of AI costs, no explicit human rights discussion