We Automated Everything Except Knowing What's Going On

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

ND	We Automated Everything Except Knowing What's Going On (eversole.dev)
	96 points by kennethops 2 days ago \| 70 comments on HN ~lite vlite-2.0

Summary ~lite

The author warns that rapid automation in software engineering is creating complexity and potential risks, and encourages a focus on understanding and resilience.

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

Longitudinal 153 HN snapshots · 102 evals

Audit Trail 122 entries

2026-03-05 06:09	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-05 06:09	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-05 06:01	eval_success	PSQ evaluated: g-PSQ=0.290 (3 dims)	- -
2026-03-05 06:01	eval	Evaluated by llama-3.3-70b-wai-psq: +0.29 (Mild positive)
2026-03-04 18:33	eval_success	Lite evaluated: Mild negative (-0.10)	- -
2026-03-04 18:33	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-04 17:33	eval_success	Lite evaluated: Mild negative (-0.10)	- -
2026-03-04 17:33	eval	Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-04 17:33	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-04 17:10	eval_success	Lite evaluated: Mild negative (-0.10)	- -
2026-03-04 17:10	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-04 15:50	eval_success	Lite evaluated: Mild negative (-0.10)	- -
2026-03-04 15:50	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-04 15:50	eval	Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-04 15:45	eval_success	Lite evaluated: Mild negative (-0.10)	- -
2026-03-04 15:45	eval	Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-04 15:45	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-04 15:43	eval_success	Lite evaluated: Mild negative (-0.10)	- -
2026-03-04 15:43	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-04 15:08	eval_success	Lite evaluated: Mild negative (-0.10)	- -
2026-03-04 15:08	eval	Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-04 15:08	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-04 15:06	eval_success	Lite evaluated: Mild negative (-0.10)	- -
2026-03-04 15:06	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-04 15:06	credit_exhausted	Credit balance too low, pausing provider for 30 min	- -
2026-03-04 14:26	eval_success	Lite evaluated: Mild negative (-0.10)	- -
2026-03-04 14:26	eval	Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-04 14:26	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-04 14:25	eval_success	Lite evaluated: Mild negative (-0.10)	- -
2026-03-04 14:25	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-04 14:21	eval_success	Lite evaluated: Mild negative (-0.10)	- -
2026-03-04 14:21	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-04 13:46	eval_success	Lite evaluated: Mild negative (-0.10)	- -
2026-03-04 13:46	eval	Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-04 13:41	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-04 13:10	eval	Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-04 13:08	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-04 12:29	eval	Evaluated by llama-4-scout-wai: -0.10 (Mild negative) -0.08
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-04 12:26	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-04 12:20	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-04 11:48	eval	Evaluated by llama-4-scout-wai: -0.02 (Neutral) +0.08
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-04 11:42	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-04 11:02	eval	Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-04 10:57	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-04 10:19	eval	Evaluated by llama-4-scout-wai: -0.10 (Mild negative) -0.08
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-04 10:17	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-04 10:11	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-04 09:44	eval	Evaluated by llama-4-scout-wai: -0.02 (Neutral) +0.08
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-04 09:37	eval	Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-04 09:33	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-04 08:59	eval	Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-04 08:56	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-04 08:52	eval	Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-04 08:51	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-04 08:15	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-04 08:14	eval	Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-04 08:10	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-04 07:41	eval	Evaluated by llama-4-scout-wai: -0.10 (Mild negative) -0.05
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-04 07:36	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) -0.16
	reasoning Engineering blog post on automation and complexity
2026-03-04 07:36	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-04 06:59	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-04 06:58	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-04 05:50	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-04 05:47	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-04 05:05	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-04 04:59	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-04 04:22	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-04 04:15	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-04 04:10	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-04 03:51	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-04 03:33	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-04 03:28	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-04 03:08	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-04 02:54	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-04 02:26	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-04 02:11	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-04 02:06	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-04 01:51	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-04 01:23	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-04 01:14	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-04 00:46	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-04 00:36	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-04 00:07	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-03 23:58	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-03 23:23	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-03 23:18	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-03 22:51	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-03 22:48	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-03 22:46	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-03 22:44	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-03 22:17	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-03 22:16	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-03 21:18	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-03 21:17	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-03 21:13	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-03 21:12	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-03 20:41	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-03 20:37	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-03 20:32	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-03 20:07	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-03 20:01	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-03 19:23	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-03 19:15	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-03 18:36	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-03 18:27	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-03 18:22	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-03 18:06	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-03 17:49	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-03 17:25	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-03 17:06	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-03 17:00	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-03 16:52	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-03 16:23	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-03 16:17	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-03 16:12	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-03 15:37	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-03 15:27	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-03 15:03	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-03 14:58	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Engineering blog post on automation and complexity
2026-03-03 14:20	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-03 14:15	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral)
	reasoning Blog post on automation, engineering, and understanding in software development
2026-03-03 14:12	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral)
	reasoning Engineering blog post on automation and complexity

build 1d257ec+9b5t · deployed 2026-03-05 21:00 UTC · evaluated 2026-03-03 07:16:53 UTC