Ask HN: What books changed the way you think about almost everything?

Model: claude-haiku-4-5-20251001 ND @cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 @cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 deepseek/deepseek-v3.2-20251201 ND Compare

Model Comparison

Model	Editorial	Structural	Class	Conf	SETL	Theme
claude-haiku-4-5-20251001	ND	ND	—	—	—	—
@cf/meta/llama-4-scout-17b-16e-instruct lite	0.00	ND	Neutral	0.90	0.00	Personal Growth
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	0.00	ND	Neutral	0.80	0.00	Personal Development
deepseek/deepseek-v3.2-20251201	ND	ND	—	—	—	—

Section	claude-haiku-4-5-20251001	@cf/meta/llama-4-scout-17b-16e-instruct lite	@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	deepseek/deepseek-v3.2-20251201
Preamble	ND	ND	ND	ND
Article 1	ND	ND	ND	ND
Article 2	ND	ND	ND	ND
Article 3	ND	ND	ND	ND
Article 4	ND	ND	ND	ND
Article 5	ND	ND	ND	ND
Article 6	ND	ND	ND	ND
Article 7	ND	ND	ND	ND
Article 8	ND	ND	ND	ND
Article 9	ND	ND	ND	ND
Article 10	ND	ND	ND	ND
Article 11	ND	ND	ND	ND
Article 12	ND	ND	ND	ND
Article 13	ND	ND	ND	ND
Article 14	ND	ND	ND	ND
Article 15	ND	ND	ND	ND
Article 16	ND	ND	ND	ND
Article 17	ND	ND	ND	ND
Article 18	ND	ND	ND	ND
Article 19	ND	ND	ND	ND
Article 20	ND	ND	ND	ND
Article 21	ND	ND	ND	ND
Article 22	ND	ND	ND	ND
Article 23	ND	ND	ND	ND
Article 24	ND	ND	ND	ND
Article 25	ND	ND	ND	ND
Article 26	ND	ND	ND	ND
Article 27	ND	ND	ND	ND
Article 28	ND	ND	ND	ND
Article 29	ND	ND	ND	ND
Article 30	ND	ND	ND	ND

0.00	Ask HN: What books changed the way you think about almost everything?
	2009 points by apitman 2582 days ago \| 1165 comments on HN \| Neutral ~lite vlite-1.4

Summary ~lite Personal Growth Neutral

Discussion on books that changed people's perspectives

EQ 0.50

SO 0.50

TD 0.50

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

Longitudinal · 28 evals

Audit Trail 48 entries

2026-02-28 10:03	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 0W 1R	- -
2026-02-28 10:03	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-02-28 10:03	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral discussion on book impact
2026-02-28 09:34	eval_success	Light evaluated: Neutral (0.00)	- -
2026-02-28 09:34	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral discussion on book impact
2026-02-28 09:34	rater_validation_warn	Light validation warnings for model llama-4-scout-wai: 0W 1R	- -
2026-02-28 08:11	eval_success	Light evaluated: Neutral (0.00)	- -
2026-02-28 08:11	rater_validation_warn	Light validation warnings for model llama-3.3-70b-wai: 0W 1R	- -
2026-02-28 08:11	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Neutral community discussion
2026-02-28 08:08	eval_success	Light evaluated: Neutral (0.00)	- -
2026-02-28 08:08	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Neutral community discussion
2026-02-28 08:08	rater_validation_warn	Light validation warnings for model llama-3.3-70b-wai: 0W 1R	- -
2026-02-28 08:06	eval_success	Light evaluated: Neutral (0.00)	- -
2026-02-28 08:06	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Neutral community discussion
2026-02-28 08:06	rater_validation_warn	Light validation warnings for model llama-3.3-70b-wai: 0W 1R	- -
2026-02-28 07:17	eval_success	Light evaluated: Neutral (0.00)	- -
2026-02-28 07:17	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Neutral community discussion
2026-02-28 07:17	rater_validation_warn	Light validation warnings for model llama-3.3-70b-wai: 0W 1R	- -
2026-02-28 07:11	eval_success	Light evaluated: Neutral (0.00)	- -
2026-02-28 07:11	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral discussion on book impact
2026-02-28 07:11	rater_validation_warn	Light validation warnings for model llama-4-scout-wai: 0W 1R	- -
2026-02-28 06:39	eval_success	Light evaluated: Neutral (0.00)	- -
2026-02-28 06:39	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Neutral community discussion
2026-02-28 06:39	rater_validation_warn	Light validation warnings for model llama-3.3-70b-wai: 0W 1R	- -
2026-02-28 05:52	eval_success	Light evaluated: Neutral (0.00)	- -
2026-02-28 05:52	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Neutral community discussion
2026-02-28 05:52	rater_validation_warn	Light validation warnings for model llama-3.3-70b-wai: 0W 1R	- -
2026-02-28 05:39	eval_success	Light evaluated: Neutral (0.00)	- -
2026-02-28 05:39	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Neutral community discussion
2026-02-28 05:39	rater_validation_warn	Light validation warnings for model llama-3.3-70b-wai: 0W 1R	- -
2026-02-28 05:26	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Neutral community discussion
2026-02-28 05:17	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral discussion on book impact
2026-02-28 05:07	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Neutral community discussion
2026-02-28 04:57	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral discussion on book impact
2026-02-28 04:39	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral discussion on book impact
2026-02-28 04:29	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral discussion on book impact
2026-02-28 04:13	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral discussion on book impact
2026-02-28 04:13	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral discussion on book impact
2026-02-28 04:10	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Neutral community discussion
2026-02-28 04:09	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Neutral community discussion
2026-02-28 03:17	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Neutral community discussion
2026-02-28 02:56	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Neutral community discussion
2026-02-28 02:46	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral discussion on book impact
2026-02-28 02:20	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Neutral community discussion
2026-02-28 02:07	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
	reasoning Neutral community discussion
2026-02-28 01:55	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral discussion on book impact
2026-02-28 01:45	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral discussion on book impact
2026-02-28 01:32	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral)
	reasoning ED, neutral discussion on book impact

build f220d37+y7wl · deployed 2026-03-02 19:08 UTC · evaluated 2026-03-02 19:05:25 UTC