Men in their 50s may be aging faster due to toxic 'forever chemicals'

Model: @cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.20 @cf/meta/llama-4-scout-17b-16e-instruct lite +0.10 claude-haiku-4-5-20251001 ND Compare

Model Comparison

Model	Editorial	Structural	Class	Conf	SETL	Theme
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	+0.20	ND	Mild positive	0.80	0.00	Toxic chemicals health
@cf/meta/llama-4-scout-17b-16e-instruct lite	+0.10	ND	Mild positive	0.80	0.00	Environmental Health
claude-haiku-4-5-20251001	ND	ND	—	—	—	—

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

+0.20	Men in their 50s may be aging faster due to toxic 'forever chemicals' (www.cnn.com)
	88 points by jb1991 4 days ago \| 112 comments on HN \| Mild positive ~lite vlite-1.4

Summary ~lite Toxic chemicals health Acknowledges

Toxic chemicals affect health

EQ 0.60

SO 0.40

TD 0.50

Lite evaluation by llama-3.3-70b-wai · editorial channel only · no per-section breakdown available

Longitudinal 144 HN snapshots · 93 evals

Audit Trail 113 entries

2026-03-02 17:40	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-02 17:40	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-03-02 16:39	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-02 16:39	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-03-02 16:34	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-02 16:34	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-03-02 16:23	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-02 16:23	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-03-01 22:56	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-01 22:56	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-03-01 22:28	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-01 22:28	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-03-01 22:23	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-01 22:23	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-03-01 22:09	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-01 22:09	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-03-01 21:33	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-01 21:33	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-03-01 21:20	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-01 21:20	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-03-01 21:15	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-01 21:15	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-03-01 21:00	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-01 21:00	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-03-01 20:40	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-01 20:40	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-03-01 20:16	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-01 20:16	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-03-01 20:11	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-01 20:11	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-03-01 19:57	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-01 19:57	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-03-01 19:29	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-01 19:29	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-03-01 19:23	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-01 19:23	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-03-01 19:11	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-01 19:11	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-03-01 18:42	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-01 18:42	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-03-01 18:33	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-03-01 17:43	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-03-01 17:38	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-03-01 17:25	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-03-01 17:20	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-03-01 16:20	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-03-01 16:02	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-03-01 15:42	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-03-01 14:57	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-03-01 14:39	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-03-01 14:34	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-03-01 14:15	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-03-01 13:49	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-03-01 13:44	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-03-01 13:25	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-03-01 13:01	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-03-01 12:47	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-03-01 12:21	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-03-01 12:06	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-03-01 11:41	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-03-01 11:36	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-03-01 11:18	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-03-01 10:34	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-03-01 10:12	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-03-01 10:07	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-03-01 09:52	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-03-01 09:20	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-03-01 09:15	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-03-01 09:08	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-03-01 08:26	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-03-01 08:21	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-03-01 08:16	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-03-01 02:28	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-03-01 02:26	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-03-01 01:39	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-03-01 01:38	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-03-01 01:34	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-03-01 01:33	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
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2026-02-28 23:30	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-02-28 23:25	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-02-28 22:47	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-02-28 22:29	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-02-28 22:03	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-02-28 21:42	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-02-28 21:34	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-02-28 21:14	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-02-28 20:48	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-02-28 20:25	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-02-28 20:20	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-02-28 19:59	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-02-28 19:31	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-02-28 19:11	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-02-28 18:51	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-02-28 18:34	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-02-28 18:23	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-02-28 18:07	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-02-28 18:02	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-02-28 17:56	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-02-28 17:51	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-02-28 17:37	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-02-28 17:27	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-02-28 17:08	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-02-28 17:03	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-02-28 16:59	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-02-28 16:37	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-02-28 16:35	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-02-28 15:42	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-02-28 15:40	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
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2026-02-28 15:36	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
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2026-02-28 09:00	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) -0.10
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-02-28 08:58	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Health news with rights implication
2026-02-28 02:50	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive)
	reasoning Health article on 'forever chemicals' impact, no explicit rights stance
2026-02-28 02:31	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive)
	reasoning Health news with rights implication

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