ND No, it doesn't cost Anthropic $5k per Claude Code user (martinalderson.com)
445 points by jnord 1 days ago | 322 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 672 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