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

Model Comparison

Model	Editorial	Structural	Class	Conf	SETL	Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite	ND	ND	—	0.80	—	—
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	ND	ND	—	0.80	—	—
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	-0.04	-0.20	Mild negative	0.80	0.18	Technology and Human Rights
@cf/meta/llama-4-scout-17b-16e-instruct lite	-0.04	-0.20	Mild negative	0.80	0.18	Technology Ethics
openai/gpt-oss-120b:free lite	ND	ND	—	—	—	—
google/gemma-3-27b-it:free lite	ND	ND	—	—	—	—
qwen/qwen3-coder:free lite	ND	ND	—	—	—	—

Section	@cf/meta/llama-4-scout-17b-16e-instruct lite	@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	@cf/meta/llama-4-scout-17b-16e-instruct lite	openai/gpt-oss-120b:free lite	google/gemma-3-27b-it:free lite	qwen/qwen3-coder:free lite
Preamble	ND	ND	ND	ND	ND	ND	ND
Article 1	ND	ND	ND	ND	ND	ND	ND
Article 2	ND	ND	ND	ND	ND	ND	ND
Article 3	ND	ND	ND	ND	ND	ND	ND
Article 4	ND	ND	ND	ND	ND	ND	ND
Article 5	ND	ND	ND	ND	ND	ND	ND
Article 6	ND	ND	ND	ND	ND	ND	ND
Article 7	ND	ND	ND	ND	ND	ND	ND
Article 8	ND	ND	ND	ND	ND	ND	ND
Article 9	ND	ND	ND	ND	ND	ND	ND
Article 10	ND	ND	ND	ND	ND	ND	ND
Article 11	ND	ND	ND	ND	ND	ND	ND
Article 12	ND	ND	ND	ND	ND	ND	ND
Article 13	ND	ND	ND	ND	ND	ND	ND
Article 14	ND	ND	ND	ND	ND	ND	ND
Article 15	ND	ND	ND	ND	ND	ND	ND
Article 16	ND	ND	ND	ND	ND	ND	ND
Article 17	ND	ND	ND	ND	ND	ND	ND
Article 18	ND	ND	ND	ND	ND	ND	ND
Article 19	ND	ND	ND	ND	ND	ND	ND
Article 20	ND	ND	ND	ND	ND	ND	ND
Article 21	ND	ND	ND	ND	ND	ND	ND
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Article 24	ND	ND	ND	ND	ND	ND	ND
Article 25	ND	ND	ND	ND	ND	ND	ND
Article 26	ND	ND	ND	ND	ND	ND	ND
Article 27	ND	ND	ND	ND	ND	ND	ND
Article 28	ND	ND	ND	ND	ND	ND	ND
Article 29	ND	ND	ND	ND	ND	ND	ND
Article 30	ND	ND	ND	ND	ND	ND	ND

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