The Two Kinds of Error

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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 0.00 @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	The Two Kinds of Error (evanhahn.com)
	43 points by zdw 6 days ago \| 22 comments on HN ~lite vlite-2.0

Summary ~lite

The author discusses categorizing errors into expected and unexpected types in software development.

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

Longitudinal 261 HN snapshots · 81 evals

Audit Trail 101 entries

2026-03-05 08:01	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-05 08:01	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-05 07:53	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-05 07:53	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive)
2026-03-04 18:55	eval_success	Lite evaluated: Mild negative (-0.24)	- -
2026-03-04 18:55	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-04 18:55	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-04 18:48	eval_success	Lite evaluated: Mild negative (-0.24)	- -
2026-03-04 18:48	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-04 18:48	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-04 18:33	eval_success	Lite evaluated: Mild negative (-0.30)	- -
2026-03-04 18:32	eval	Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
	reasoning Technical post on error handling
2026-03-04 18:32	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 16:38	eval_success	Lite evaluated: Mild negative (-0.30)	- -
2026-03-04 16:38	eval	Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
	reasoning Technical post on error handling
2026-03-04 16:38	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 16:37	eval_success	Lite evaluated: Mild negative (-0.24)	- -
2026-03-04 16:37	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-04 16:37	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-04 16:26	eval_success	Lite evaluated: Mild negative (-0.24)	- -
2026-03-04 16:26	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-04 16:26	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-04 15:56	eval_success	Lite evaluated: Mild negative (-0.30)	- -
2026-03-04 15:56	eval	Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
	reasoning Technical post on error handling
2026-03-04 15:56	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 15:52	eval_success	Lite evaluated: Mild negative (-0.30)	- -
2026-03-04 15:52	eval	Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
	reasoning Technical post on error handling
2026-03-04 15:52	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 15:40	eval_success	Lite evaluated: Mild negative (-0.24)	- -
2026-03-04 15:40	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) -0.16
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-04 15:40	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-04 15:35	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) +0.16
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-04 15:14	eval	Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
	reasoning Technical post on error handling
2026-03-04 15:09	eval	Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
	reasoning Technical post on error handling
2026-03-04 14:56	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) -0.16
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-04 14:30	eval	Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
	reasoning Technical post on error handling
2026-03-04 14:14	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) +0.16
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-04 13:50	eval	Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
	reasoning Technical post on error handling
2026-03-04 13:31	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-04 13:15	eval	Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
	reasoning Technical post on error handling
2026-03-04 12:57	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-04 12:37	eval	Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
	reasoning Technical post on error handling
2026-03-04 12:15	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) -0.16
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-04 12:00	eval	Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
	reasoning Technical post on error handling
2026-03-04 11:37	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) +0.16
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-04 11:14	eval	Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
	reasoning Technical post on error handling
2026-03-04 10:51	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-04 10:32	eval	Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
	reasoning Technical post on error handling
2026-03-04 10:27	eval	Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
	reasoning Technical post on error handling
2026-03-04 10:12	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) -0.16
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-04 10:07	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) +0.76
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-04 09:54	eval	Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
	reasoning Technical post on error handling
2026-03-04 09:25	eval	Evaluated by llama-4-scout-wai: -0.84 (Strong negative) -0.60
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-04 09:20	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-04 09:15	eval	Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
	reasoning Technical post on error handling
2026-03-04 08:42	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) +0.60
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-04 08:32	eval	Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
	reasoning Technical post on error handling
2026-03-04 08:08	eval	Evaluated by llama-4-scout-wai: -0.84 (Strong negative) -0.76
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-04 08:05	eval	Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) -0.35
	reasoning Technical post on error handling
2026-03-04 08:03	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) -0.14
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-04 07:26	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on error handling
2026-03-04 07:22	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-04 07:21	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on error handling
2026-03-04 06:14	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-04 06:14	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on error handling
2026-03-04 06:09	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-04 06:09	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on error handling
2026-03-04 05:33	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on error handling
2026-03-04 05:32	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-04 05:27	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-04 04:44	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on error handling
2026-03-04 04:40	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-04 04:08	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on error handling
2026-03-04 04:05	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-04 04:04	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on error handling
2026-03-04 03:27	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-04 03:26	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on error handling
2026-03-04 02:53	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-04 02:51	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on error handling
2026-03-04 02:11	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on error handling
2026-03-04 02:11	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-04 02:06	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-04 01:33	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on error handling
2026-03-04 01:22	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-04 00:57	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on error handling
2026-03-04 00:45	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-04 00:40	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-04 00:18	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on error handling
2026-03-04 00:02	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-03 23:40	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on error handling
2026-03-03 23:20	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-03 23:14	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-03 23:06	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on error handling
2026-03-03 22:44	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-03 22:39	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on error handling
2026-03-03 22:14	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-03 22:10	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on error handling
2026-03-03 21:16	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-03 21:13	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on error handling
2026-03-03 20:42	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral)
	reasoning Article discusses error handling in programming, no explicit human rights discussion
2026-03-03 20:41	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral)
	reasoning Technical post on error handling

build 0c6d3c6+ka9a · deployed 2026-03-08 00:28 UTC · evaluated 2026-03-08 01:38:50 UTC