Verification debt: the hidden cost of AI-generated code

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

Model: @cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 @cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND @cf/meta/llama-4-scout-17b-16e-instruct lite ND @cf/meta/llama-4-scout-17b-16e-instruct 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

0.00	Verification debt: the hidden cost of AI-generated code (fazy.medium.com)
	112 points by xfz 2 days ago \| 96 comments on HN \| Neutral ~lite vlite-1.6

Summary ~lite AI ethics Neutral

AI-generated code issues

EQ 0.50

SO 0.20

TD 0.10

Lite evaluation by llama-3.3-70b-wai · editorial channel only · no per-section breakdown available

Longitudinal 359 HN snapshots · 107 evals

Audit Trail 127 entries

2026-03-08 20:56	eval_success	Lite evaluated: Neutral (-0.08)	- -
2026-03-08 20:56	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
	reasoning Technical content, zero rights discussion
2026-03-08 20:56	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-08 20:42	eval_success	PSQ evaluated: g-PSQ=0.190 (3 dims)	- -
2026-03-08 20:42	eval	Evaluated by llama-3.3-70b-wai-psq: +0.19 (Mild positive) -0.05
2026-03-08 20:38	eval_success	PSQ evaluated: g-PSQ=0.243 (3 dims)	- -
2026-03-08 20:38	eval	Evaluated by llama-3.3-70b-wai-psq: +0.24 (Mild positive) +0.05
2026-03-08 19:53	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-08 19:53	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 19:51	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-08 19:51	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on AI-generated code, no explicit human rights discussion
2026-03-08 19:51	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-08 19:33	eval_success	Lite evaluated: Neutral (-0.08)	- -
2026-03-08 19:33	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
	reasoning Technical content, zero rights discussion
2026-03-08 19:33	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-08 18:44	eval_success	PSQ evaluated: g-PSQ=0.190 (3 dims)	- -
2026-03-08 18:44	eval	Evaluated by llama-3.3-70b-wai-psq: +0.19 (Mild positive) -0.05
2026-03-08 18:40	eval_success	PSQ evaluated: g-PSQ=0.243 (3 dims)	- -
2026-03-08 18:40	eval	Evaluated by llama-3.3-70b-wai-psq: +0.24 (Mild positive) +0.05
2026-03-08 17:36	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-08 17:36	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 17:34	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-08 17:34	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on AI-generated code, no explicit human rights discussion
2026-03-08 17:34	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-08 17:31	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-08 17:31	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 17:13	eval_success	Lite evaluated: Neutral (-0.08)	- -
2026-03-08 17:13	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
	reasoning Technical content, zero rights discussion
2026-03-08 17:13	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-08 17:08	eval_success	Lite evaluated: Neutral (-0.08)	- -
2026-03-08 17:08	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
	reasoning Technical content, zero rights discussion
2026-03-08 17:08	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-08 17:02	eval_success	PSQ evaluated: g-PSQ=0.194 (3 dims)	- -
2026-03-08 17:02	eval	Evaluated by llama-3.3-70b-wai-psq: +0.19 (Mild positive) 0.00
2026-03-08 15:11	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on AI-generated code, no explicit human rights discussion
2026-03-08 15:08	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 14:47	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
	reasoning Technical content, zero rights discussion
2026-03-08 14:41	eval	Evaluated by llama-3.3-70b-wai-psq: +0.19 (Mild positive) 0.00
2026-03-08 13:56	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on AI-generated code, no explicit human rights discussion
2026-03-08 13:54	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 13:36	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
	reasoning Technical content, zero rights discussion
2026-03-08 13:31	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
	reasoning Technical content, zero rights discussion
2026-03-08 13:27	eval	Evaluated by llama-3.3-70b-wai-psq: +0.19 (Mild positive) 0.00
2026-03-08 12:46	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on AI-generated code, no explicit human rights discussion
2026-03-08 12:45	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 12:24	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
	reasoning Technical content, zero rights discussion
2026-03-08 12:19	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
	reasoning Technical content, zero rights discussion
2026-03-08 12:17	eval	Evaluated by llama-3.3-70b-wai-psq: +0.19 (Mild positive) 0.00
2026-03-08 11:32	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.08
	reasoning Technical article on AI-generated code, no explicit human rights discussion
2026-03-08 11:30	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 11:05	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) +0.02
	reasoning Technical content, zero rights discussion
2026-03-08 11:03	eval	Evaluated by llama-3.3-70b-wai-psq: +0.19 (Mild positive) 0.00
2026-03-08 10:18	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical article on AI-generated code, no explicit human rights discussion
2026-03-08 10:17	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 10:12	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 10:00	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
	reasoning Technical content, zero rights discussion
2026-03-08 09:58	eval	Evaluated by llama-3.3-70b-wai-psq: +0.19 (Mild positive) 0.00
2026-03-08 09:14	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical article on AI-generated code, no explicit human rights discussion
2026-03-08 09:06	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 08:58	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
	reasoning Technical content, zero rights discussion
2026-03-08 08:54	eval	Evaluated by llama-3.3-70b-wai-psq: +0.19 (Mild positive) 0.00
2026-03-08 08:53	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
	reasoning Technical content, zero rights discussion
2026-03-08 08:12	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical article on AI-generated code, no explicit human rights discussion
2026-03-08 08:02	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 07:49	eval	Evaluated by llama-3.3-70b-wai-psq: +0.19 (Mild positive) 0.00
2026-03-08 07:48	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
	reasoning Technical content, zero rights discussion
2026-03-08 07:43	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
	reasoning Technical content, zero rights discussion
2026-03-08 07:10	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical article on AI-generated code, no explicit human rights discussion
2026-03-08 07:00	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 06:55	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 06:48	eval	Evaluated by llama-3.3-70b-wai-psq: +0.19 (Mild positive) 0.00
2026-03-08 06:44	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
	reasoning Technical content, zero rights discussion
2026-03-08 06:11	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical article on AI-generated code, no explicit human rights discussion
2026-03-08 05:57	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 05:50	eval	Evaluated by llama-3.3-70b-wai-psq: +0.19 (Mild positive) 0.00
2026-03-08 05:47	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
	reasoning Technical content, zero rights discussion
2026-03-08 05:09	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical article on AI-generated code, no explicit human rights discussion
2026-03-08 04:54	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 04:49	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 04:48	eval	Evaluated by llama-3.3-70b-wai-psq: +0.19 (Mild positive) 0.00
2026-03-08 04:45	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
	reasoning Technical content, zero rights discussion
2026-03-08 04:08	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical article on AI-generated code, no explicit human rights discussion
2026-03-08 03:50	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 03:48	eval	Evaluated by llama-3.3-70b-wai-psq: +0.19 (Mild positive) 0.00
2026-03-08 03:45	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
	reasoning Technical content, zero rights discussion
2026-03-08 03:02	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical article on AI-generated code, no explicit human rights discussion
2026-03-08 02:41	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 02:41	eval	Evaluated by llama-3.3-70b-wai-psq: +0.19 (Mild positive) 0.00
2026-03-08 02:40	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
	reasoning Technical content, zero rights discussion
2026-03-08 02:03	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical article on AI-generated code, no explicit human rights discussion
2026-03-08 01:58	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical article on AI-generated code, no explicit human rights discussion
2026-03-08 01:37	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 01:37	eval	Evaluated by llama-3.3-70b-wai-psq: +0.19 (Mild positive) 0.00
2026-03-08 01:36	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
	reasoning Technical content, zero rights discussion
2026-03-08 00:54	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical article on AI-generated code, no explicit human rights discussion
2026-03-08 00:38	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 00:37	eval	Evaluated by llama-3.3-70b-wai-psq: +0.19 (Mild positive) 0.00
2026-03-08 00:36	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
	reasoning Technical content, zero rights discussion
2026-03-07 23:53	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical article on AI-generated code, no explicit human rights discussion
2026-03-07 23:34	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
	reasoning Technical content, zero rights discussion
2026-03-07 23:34	eval	Evaluated by llama-3.3-70b-wai-psq: +0.19 (Mild positive) 0.00
2026-03-07 23:33	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 23:29	eval	Evaluated by llama-3.3-70b-wai-psq: +0.19 (Mild positive) 0.00
2026-03-07 22:45	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical article on AI-generated code, no explicit human rights discussion
2026-03-07 22:29	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
	reasoning Technical content, zero rights discussion
2026-03-07 22:25	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 22:23	eval	Evaluated by llama-3.3-70b-wai-psq: +0.19 (Mild positive) 0.00
2026-03-07 19:49	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical article on AI-generated code, no explicit human rights discussion
2026-03-07 19:32	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
	reasoning Technical content, zero rights discussion
2026-03-07 19:26	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 19:21	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 19:19	eval	Evaluated by llama-3.3-70b-wai-psq: +0.19 (Mild positive) 0.00
2026-03-07 18:22	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical article on AI-generated code, no explicit human rights discussion
2026-03-07 18:18	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-07 18:18	eval	Evaluated by llama-3.3-70b-wai-psq: +0.19 (Mild positive)
2026-03-07 18:16	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical article on AI-generated code, no explicit human rights discussion
2026-03-07 18:11	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical article on AI-generated code, no explicit human rights discussion
2026-03-07 18:06	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical article on AI-generated code, no explicit human rights discussion
2026-03-07 18:01	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical article on AI-generated code, no explicit human rights discussion
2026-03-07 17:55	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical article on AI-generated code, no explicit human rights discussion
2026-03-07 17:50	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical article on AI-generated code, no explicit human rights discussion
2026-03-07 17:45	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical article on AI-generated code, no explicit human rights discussion
2026-03-07 17:40	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical article on AI-generated code, no explicit human rights discussion
2026-03-07 17:34	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical article on AI-generated code, no explicit human rights discussion
2026-03-07 17:29	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical article on AI-generated code, no explicit human rights discussion
2026-03-07 17:24	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral)
	reasoning Technical article on AI-generated code, no explicit human rights discussion
2026-03-07 17:24	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative)
	reasoning Technical content, zero rights discussion

build 35d02a3+aiqm · deployed 2026-03-09 11:48 UTC · evaluated 2026-03-08 02:36:46 UTC