Why payment fees matter more than you think

Alpha This system is experimental. Scores and classifications are early-stage research and may be unreliable. Methodology →

Model: @cf/meta/llama-4-scout-17b-16e-instruct lite ND @cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND @cf/meta/llama-4-scout-17b-16e-instruct lite -0.04 @cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 openai/gpt-oss-120b:free lite ND google/gemma-3-27b-it:free lite ND qwen/qwen3-coder:free lite ND Compare

ND	Why payment fees matter more than you think (cuencahighlife.com)
	102 points by dxs 13 days ago \| 118 comments on HN ~lite vlite-2.0

Summary ~lite

The article discusses payment fees in a neutral and informative manner.

Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available

Longitudinal 137 HN snapshots · 41 evals

Audit Trail 61 entries

2026-03-06 03:59	eval_success	PSQ evaluated: g-PSQ=-0.040 (3 dims)	- -
2026-03-06 03:59	eval	Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-06 03:49	eval_success	PSQ evaluated: g-PSQ=0.000 (3 dims)	- -
2026-03-06 03:49	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) +0.40
2026-03-05 05:54	eval_success	PSQ evaluated: g-PSQ=-0.040 (3 dims)	- -
2026-03-05 05:54	eval	Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral)
2026-03-05 05:51	eval_success	PSQ evaluated: g-PSQ=-0.400 (3 dims)	- -
2026-03-05 05:51	eval	Evaluated by llama-3.3-70b-wai-psq: -0.40 (Moderate negative) 0.00
2026-03-05 05:47	eval_success	PSQ evaluated: g-PSQ=-0.400 (3 dims)	- -
2026-03-05 05:47	eval	Evaluated by llama-3.3-70b-wai-psq: -0.40 (Moderate negative)
2026-03-04 17:52	eval_success	Lite evaluated: Moderate negative (-0.42)	- -
2026-03-04 17:52	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning Financial article on payment fees, no explicit human rights discussion
2026-03-04 17:47	eval_success	Lite evaluated: Moderate negative (-0.42)	- -
2026-03-04 17:47	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) -0.44
	reasoning Financial article on payment fees, no explicit human rights discussion
2026-03-04 17:29	eval_success	Lite evaluated: Moderate negative (-0.50)	- -
2026-03-04 17:29	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 17:29	eval	Evaluated by llama-3.3-70b-wai: -0.50 (Moderate negative) 0.00
	reasoning Financial article, no rights discussion
2026-03-04 17:25	eval_success	Lite evaluated: Moderate negative (-0.50)	- -
2026-03-04 17:25	eval	Evaluated by llama-3.3-70b-wai: -0.50 (Moderate negative) -0.56
	reasoning Financial article, no rights discussion
2026-03-04 17:25	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 06:41	eval_success	Lite evaluated: Neutral (0.02)	- -
2026-03-04 06:41	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Financial article on payment fees, no explicit human rights discussion
2026-03-04 06:23	eval_success	Lite evaluated: Neutral (0.06)	- -
2026-03-04 06:23	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Financial article, no rights discussion
2026-03-04 04:12	eval_success	Lite evaluated: Neutral (0.02)	- -
2026-03-04 04:12	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Financial article on payment fees, no explicit human rights discussion
2026-03-04 03:57	eval_success	Lite evaluated: Neutral (0.06)	- -
2026-03-04 03:57	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Financial article, no rights discussion
2026-03-04 03:37	eval_success	Lite evaluated: Neutral (0.02)	- -
2026-03-04 03:37	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Financial article on payment fees, no explicit human rights discussion
2026-03-04 03:18	eval_success	Lite evaluated: Neutral (0.06)	- -
2026-03-04 03:18	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Financial article, no rights discussion
2026-03-04 03:13	eval_success	Lite evaluated: Neutral (0.06)	- -
2026-03-04 03:13	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Financial article, no rights discussion
2026-03-04 03:05	eval_success	Lite evaluated: Neutral (0.02)	- -
2026-03-04 03:05	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Financial article on payment fees, no explicit human rights discussion
2026-03-04 02:33	eval_success	Lite evaluated: Neutral (0.06)	- -
2026-03-04 02:33	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Financial article, no rights discussion
2026-03-04 02:18	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Financial article on payment fees, no explicit human rights discussion
2026-03-04 01:58	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Financial article, no rights discussion
2026-03-04 01:42	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Financial article on payment fees, no explicit human rights discussion
2026-03-04 01:17	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Financial article, no rights discussion
2026-03-04 01:03	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Financial article on payment fees, no explicit human rights discussion
2026-03-04 00:41	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Financial article, no rights discussion
2026-03-04 00:23	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Financial article on payment fees, no explicit human rights discussion
2026-03-04 00:06	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Financial article, no rights discussion
2026-03-03 23:41	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Financial article on payment fees, no explicit human rights discussion
2026-03-03 23:22	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Financial article, no rights discussion
2026-03-03 23:05	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Financial article on payment fees, no explicit human rights discussion
2026-03-03 22:50	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Financial article, no rights discussion
2026-03-03 22:34	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Financial article on payment fees, no explicit human rights discussion
2026-03-03 22:22	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Financial article, no rights discussion
2026-03-03 22:03	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Financial article on payment fees, no explicit human rights discussion
2026-03-03 21:26	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Financial article, no rights discussion
2026-03-03 21:04	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Financial article on payment fees, no explicit human rights discussion
2026-03-03 20:56	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Financial article, no rights discussion
2026-03-03 20:29	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Financial article on payment fees, no explicit human rights discussion
2026-03-03 20:24	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Financial article on payment fees, no explicit human rights discussion
2026-03-03 20:22	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Financial article, no rights discussion
2026-03-03 19:44	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral)
	reasoning Financial article on payment fees, no explicit human rights discussion
2026-03-03 19:42	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral)
	reasoning Financial article, no rights discussion

build ee2b489+gzrb · deployed 2026-03-10 22:52 UTC · evaluated 2026-03-16 02:03:38 UTC