Psychology: Who dont maintain many close friends, learned independence too early

Model: @cf/meta/llama-4-scout-17b-16e-instruct lite +0.24 @cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 Compare

Model Comparison

Model	Editorial	Structural	Class	Conf	SETL	Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite	+0.24	ND	Mild positive	0.80	0.00	Mental Health
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	0.00	ND	Neutral	0.80	0.00	Social Psychology

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

+0.24	Psychology: Who dont maintain many close friends, learned independence too early (www.bolde.com)
	23 points by gurjeet 20 hours ago \| 29 comments on HN \| Mild positive ~lite vlite-1.4

Summary ~lite Mental Health Acknowledges

Article discusses psychology of friendships and independence

EQ 0.60

SO 0.70

TD 0.50

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

Longitudinal 20 HN snapshots · 50 evals

Audit Trail 70 entries

2026-03-02 18:55	eval_success	Lite evaluated: Mild positive (0.24)	- -
2026-03-02 18:55	eval	Evaluated by llama-4-scout-wai: +0.24 (Mild positive) 0.00
	reasoning ED Slight positive lean on psychological topics
2026-03-02 18:51	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 18:51	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Lifestyle editorial neutral
2026-03-02 18:47	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 18:47	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Lifestyle editorial neutral
2026-03-02 17:32	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 17:32	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Lifestyle editorial neutral
2026-03-02 16:32	eval_success	Lite evaluated: Mild positive (0.24)	- -
2026-03-02 16:32	eval	Evaluated by llama-4-scout-wai: +0.24 (Mild positive) 0.00
	reasoning ED Slight positive lean on psychological topics
2026-03-02 16:11	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 16:11	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Lifestyle editorial neutral
2026-03-02 11:06	eval_success	Lite evaluated: Mild positive (0.24)	- -
2026-03-02 11:06	eval	Evaluated by llama-4-scout-wai: +0.24 (Mild positive) +0.34
	reasoning ED Slight positive lean on psychological topics
2026-03-02 10:58	credit_exhausted	Credit balance too low, pausing provider for 30 min	- -
2026-03-02 10:34	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 10:34	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Lifestyle editorial neutral
2026-03-02 10:14	eval_success	Lite evaluated: Neutral (-0.10)	- -
2026-03-02 10:14	eval	Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
	reasoning ED Slight positive lean on psychological topics
2026-03-02 09:59	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 09:59	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Lifestyle editorial neutral
2026-03-02 09:34	eval_success	Lite evaluated: Neutral (-0.10)	- -
2026-03-02 09:34	eval	Evaluated by llama-4-scout-wai: -0.10 (Neutral) -0.34
	reasoning ED Slight positive lean on psychological topics
2026-03-02 09:10	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 09:10	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Lifestyle editorial neutral
2026-03-02 09:04	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 09:04	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Lifestyle editorial neutral
2026-03-02 08:44	eval_success	Lite evaluated: Mild positive (0.24)	- -
2026-03-02 08:44	eval	Evaluated by llama-4-scout-wai: +0.24 (Mild positive) 0.00
	reasoning ED Slight positive lean on psychological topics
2026-03-02 08:38	eval_success	Lite evaluated: Mild positive (0.24)	- -
2026-03-02 08:38	eval	Evaluated by llama-4-scout-wai: +0.24 (Mild positive) 0.00
	reasoning ED Slight positive lean on psychological topics
2026-03-02 08:11	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 08:11	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Lifestyle editorial neutral
2026-03-02 08:06	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 08:06	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Lifestyle editorial neutral
2026-03-02 07:58	eval_success	Lite evaluated: Mild positive (0.24)	- -
2026-03-02 07:58	eval	Evaluated by llama-4-scout-wai: +0.24 (Mild positive) 0.00
	reasoning ED Slight positive lean on psychological topics
2026-03-02 07:16	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 07:16	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Lifestyle editorial neutral
2026-03-02 07:11	eval	Evaluated by llama-4-scout-wai: +0.24 (Mild positive) +0.34
	reasoning ED Slight positive lean on psychological topics
2026-03-02 06:40	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Lifestyle editorial neutral
2026-03-02 06:29	eval	Evaluated by llama-4-scout-wai: -0.10 (Neutral) -0.34
	reasoning ED Slight positive lean on psychological topics
2026-03-02 06:02	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Lifestyle editorial neutral
2026-03-02 05:55	eval	Evaluated by llama-4-scout-wai: +0.24 (Mild positive) 0.00
	reasoning ED Slight positive lean on psychological topics
2026-03-02 05:22	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Lifestyle editorial neutral
2026-03-02 05:17	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Lifestyle editorial neutral
2026-03-02 05:09	eval	Evaluated by llama-4-scout-wai: +0.24 (Mild positive) 0.00
	reasoning ED Slight positive lean on psychological topics
2026-03-02 04:45	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Lifestyle editorial neutral
2026-03-02 04:40	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Lifestyle editorial neutral
2026-03-02 04:35	eval	Evaluated by llama-4-scout-wai: +0.24 (Mild positive) +0.34
	reasoning ED Slight positive lean on psychological topics
2026-03-02 04:30	eval	Evaluated by llama-4-scout-wai: -0.10 (Neutral) -0.34
	reasoning ED Slight positive lean on psychological topics
2026-03-02 03:55	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Lifestyle editorial neutral
2026-03-02 03:50	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Lifestyle editorial neutral
2026-03-02 03:47	eval	Evaluated by llama-4-scout-wai: +0.24 (Mild positive) 0.00
	reasoning ED Slight positive lean on psychological topics
2026-03-02 03:07	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Lifestyle editorial neutral
2026-03-02 03:05	eval	Evaluated by llama-4-scout-wai: +0.24 (Mild positive) +0.34
	reasoning ED Slight positive lean on psychological topics
2026-03-02 02:27	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Lifestyle editorial neutral
2026-03-02 02:25	eval	Evaluated by llama-4-scout-wai: -0.10 (Neutral) -0.34
	reasoning ED Slight positive lean on psychological topics
2026-03-02 02:22	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Lifestyle editorial neutral
2026-03-02 01:34	eval	Evaluated by llama-4-scout-wai: +0.24 (Mild positive) 0.00
	reasoning ED Slight positive lean on psychological topics
2026-03-02 01:32	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Lifestyle editorial neutral
2026-03-02 00:53	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Lifestyle editorial neutral
2026-03-02 00:53	eval	Evaluated by llama-4-scout-wai: +0.24 (Mild positive) 0.00
	reasoning ED Slight positive lean on psychological topics
2026-03-02 00:07	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Lifestyle editorial neutral
2026-03-02 00:04	eval	Evaluated by llama-4-scout-wai: +0.24 (Mild positive) +0.34
	reasoning ED Slight positive lean on psychological topics
2026-03-02 00:02	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Lifestyle editorial neutral
2026-03-01 23:59	eval	Evaluated by llama-4-scout-wai: -0.10 (Neutral) -0.34
	reasoning ED Slight positive lean on psychological topics
2026-03-01 23:10	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Lifestyle editorial neutral
2026-03-01 23:08	eval	Evaluated by llama-4-scout-wai: +0.24 (Mild positive)
	reasoning ED Slight positive lean on psychological topics
2026-03-01 23:05	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
	reasoning Lifestyle editorial neutral

build fb2f838+pr96 · deployed 2026-03-02 19:02 UTC · evaluated 2026-03-02 19:05:25 UTC