I'm Not Consulting an LLM

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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 -0.04 Compare

ND	I'm Not Consulting an LLM (lr0.org)
	53 points by birdculture 7 days ago \| 76 comments on HN ~lite vlite-2.0

Summary ~lite

The author argues that using LLMs for information can be intellectually corrosive, promoting a critical approach to knowledge acquisition.

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

Longitudinal 62 HN snapshots · 21 evals

Audit Trail 41 entries

2026-03-08 19:24	eval_success	PSQ evaluated: g-PSQ=0.440 (3 dims)	- -
2026-03-08 19:24	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-08 19:10	eval_success	PSQ evaluated: g-PSQ=0.363 (3 dims)	- -
2026-03-08 19:10	eval	Evaluated by llama-3.3-70b-wai-psq: +0.36 (Moderate positive) 0.00
2026-03-08 18:54	eval_success	Lite evaluated: Neutral (0.08)	- -
2026-03-08 18:54	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) -0.06
	reasoning Blog post discussing limitations of LLMs, no explicit human rights discussion
2026-03-08 18:54	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-08 18:03	eval_success	Lite evaluated: Mild negative (-0.10)	- -
2026-03-08 18:03	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
	reasoning Critical LLM discussion
2026-03-08 16:34	eval_success	PSQ evaluated: g-PSQ=0.440 (3 dims)	- -
2026-03-08 16:34	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-08 16:20	eval_success	PSQ evaluated: g-PSQ=0.363 (3 dims)	- -
2026-03-08 16:20	eval	Evaluated by llama-3.3-70b-wai-psq: +0.36 (Moderate positive) 0.00
2026-03-08 15:58	eval_success	Lite evaluated: Mild positive (0.14)	- -
2026-03-08 15:58	eval	Evaluated by llama-4-scout-wai: +0.14 (Mild positive) +0.06
	reasoning Blog post discussing limitations of LLMs, no explicit human rights discussion
2026-03-08 15:58	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 0W 1R	- -
2026-03-08 15:45	eval_success	Lite evaluated: Mild negative (-0.10)	- -
2026-03-08 15:45	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
	reasoning Critical LLM discussion
2026-03-08 12:58	eval_success	Lite evaluated: Neutral (0.08)	- -
2026-03-08 12:58	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Blog post discussing limitations of LLMs, no explicit human rights discussion
2026-03-08 12:58	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-08 12:57	eval_success	PSQ evaluated: g-PSQ=0.440 (3 dims)	- -
2026-03-08 12:57	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-08 12:56	eval_success	PSQ evaluated: g-PSQ=0.363 (3 dims)	- -
2026-03-08 12:56	eval	Evaluated by llama-3.3-70b-wai-psq: +0.36 (Moderate positive) 0.00
2026-03-08 12:52	eval_success	Lite evaluated: Mild negative (-0.10)	- -
2026-03-08 12:52	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
	reasoning Critical LLM discussion
2026-03-08 11:44	eval_success	Lite evaluated: Neutral (0.08)	- -
2026-03-08 11:44	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-08 11:44	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Blog post discussing limitations of LLMs, no explicit human rights discussion
2026-03-08 11:43	eval_success	PSQ evaluated: g-PSQ=0.440 (3 dims)	- -
2026-03-08 11:43	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-08 11:43	eval_success	PSQ evaluated: g-PSQ=0.363 (3 dims)	- -
2026-03-08 11:43	eval	Evaluated by llama-3.3-70b-wai-psq: +0.36 (Moderate positive) 0.00
2026-03-08 11:39	eval_success	Lite evaluated: Neutral (0.08)	- -
2026-03-08 11:39	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Blog post discussing limitations of LLMs, no explicit human rights discussion
2026-03-08 11:39	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
	reasoning Critical LLM discussion
2026-03-08 10:29	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive)
2026-03-08 10:29	eval	Evaluated by llama-3.3-70b-wai-psq: +0.36 (Moderate positive)
2026-03-08 10:27	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral)
	reasoning Blog post discussing limitations of LLMs, no explicit human rights discussion
2026-03-08 10:26	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative)
	reasoning Critical LLM discussion

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