Professors scramble to save critical thinking in an age of AI

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Model: @cf/meta/llama-4-scout-17b-16e-instruct lite ND @cf/meta/llama-4-scout-17b-16e-instruct lite +0.10 @cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND @cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.10 Compare

ND	Professors scramble to save critical thinking in an age of AI (www.theguardian.com)
	16 points by fallinditch 4 days ago \| 5 comments on HN ~lite vlite-2.0

Summary ~lite

Professors adapt to AI's impact on critical thinking in education.

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

Longitudinal 5 HN snapshots · 22 evals

Audit Trail 42 entries

2026-03-11 04:34	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-11 04:34	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 04:29	eval_success	Lite evaluated: Neutral (-0.03)	- -
2026-03-11 04:29	eval	Evaluated by llama-4-scout-wai: -0.03 (Neutral) 0.00
	reasoning The article discusses the impact of AI on education, specifically on critical thinking, with no explicit human rights di
2026-03-11 04:29	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 0W 1R	- -
2026-03-11 03:17	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-11 03:17	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 03:12	eval_success	Lite evaluated: Neutral (-0.03)	- -
2026-03-11 03:12	eval	Evaluated by llama-4-scout-wai: -0.03 (Neutral) 0.00
	reasoning The article discusses the impact of AI on education, specifically on critical thinking, with no explicit human rights di
2026-03-11 03:12	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 0W 1R	- -
2026-03-11 02:03	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-11 02:03	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 01:59	eval_success	Lite evaluated: Neutral (-0.03)	- -
2026-03-11 01:59	eval	Evaluated by llama-4-scout-wai: -0.03 (Neutral) 0.00
	reasoning The article discusses the impact of AI on education, specifically on critical thinking, with no explicit human rights di
2026-03-11 01:59	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 0W 1R	- -
2026-03-11 01:00	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-11 01:00	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 00:49	eval_success	Lite evaluated: Neutral (-0.03)	- -
2026-03-11 00:49	eval	Evaluated by llama-4-scout-wai: -0.03 (Neutral) 0.00
	reasoning The article discusses the impact of AI on education, specifically on critical thinking, with no explicit human rights di
2026-03-11 00:49	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 0W 1R	- -
2026-03-11 00:35	eval_success	PSQ evaluated: g-PSQ=0.243 (3 dims)	- -
2026-03-11 00:35	eval	Evaluated by llama-3.3-70b-wai-psq: +0.24 (Mild positive)
2026-03-11 00:32	eval_success	Lite evaluated: Neutral (-0.03)	- -
2026-03-11 00:32	eval	Evaluated by llama-3.3-70b-wai: -0.03 (Neutral)
	reasoning ED, neutral, transparent
2026-03-10 23:10	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-10 23:10	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 22:54	eval_success	Lite evaluated: Neutral (-0.03)	- -
2026-03-10 22:54	eval	Evaluated by llama-4-scout-wai: -0.03 (Neutral) 0.00
	reasoning The article discusses the impact of AI on education, specifically on critical thinking, with no explicit human rights di
2026-03-10 22:54	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 0W 1R	- -
2026-03-10 22:35	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-10 22:35	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 22:30	eval_success	Lite evaluated: Neutral (-0.03)	- -
2026-03-10 22:30	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 0W 1R	- -
2026-03-10 22:30	eval	Evaluated by llama-4-scout-wai: -0.03 (Neutral) 0.00
	reasoning The article discusses the impact of AI on education, specifically on critical thinking, with no explicit human rights di
2026-03-10 22:16	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 22:11	eval	Evaluated by llama-4-scout-wai: -0.03 (Neutral) 0.00
	reasoning The article discusses the impact of AI on education, specifically on critical thinking, with no explicit human rights di
2026-03-10 21:40	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 21:39	eval	Evaluated by llama-4-scout-wai: -0.03 (Neutral) 0.00
	reasoning The article discusses the impact of AI on education, specifically on critical thinking, with no explicit human rights di
2026-03-10 21:22	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 21:22	eval	Evaluated by llama-4-scout-wai: -0.03 (Neutral) 0.00
	reasoning The article discusses the impact of AI on education, specifically on critical thinking, with no explicit human rights di
2026-03-10 21:03	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-10 21:03	eval	Evaluated by llama-4-scout-wai: -0.03 (Neutral)
	reasoning The article discusses the impact of AI on education, specifically on critical thinking, with no explicit human rights di

build ee2b489+gzrb · deployed 2026-03-10 22:52 UTC · evaluated 2026-03-08 02:36:46 UTC