America, and probably the world, stands on a precipice

Model: @cf/meta/llama-4-scout-17b-16e-instruct lite +0.56 @cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.20 deepseek/deepseek-v3.2-20251201 -0.02 meta-llama/llama-3.3-70b-instruct:free ND nvidia/nemotron-3-nano-30b-a3b:free ND Compare

Model Comparison

Model	Editorial	Structural	Class	Conf	SETL	Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite	+0.56	ND	Moderate positive	0.90	0.00	AI Rights
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	+0.20	ND	Mild positive	0.70	0.00	Global Crisis
deepseek/deepseek-v3.2-20251201	-0.02	ND	Neutral	0.15	—	Peace & Security
meta-llama/llama-3.3-70b-instruct:free	ND	ND	—	—	—	—
nvidia/nemotron-3-nano-30b-a3b:free	ND	ND	—	—	—	—

Section	@cf/meta/llama-4-scout-17b-16e-instruct lite	@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	deepseek/deepseek-v3.2-20251201	meta-llama/llama-3.3-70b-instruct:free	nvidia/nemotron-3-nano-30b-a3b:free
Preamble	ND	ND	-1.00	ND	ND
Article 1	ND	ND	ND	ND	ND
Article 2	ND	ND	ND	ND	ND
Article 3	ND	ND	-1.00	ND	ND
Article 4	ND	ND	ND	ND	ND
Article 5	ND	ND	ND	ND	ND
Article 6	ND	ND	ND	ND	ND
Article 7	ND	ND	ND	ND	ND
Article 8	ND	ND	ND	ND	ND
Article 9	ND	ND	ND	ND	ND
Article 10	ND	ND	ND	ND	ND
Article 11	ND	ND	ND	ND	ND
Article 12	ND	ND	ND	ND	ND
Article 13	ND	ND	ND	ND	ND
Article 14	ND	ND	ND	ND	ND
Article 15	ND	ND	ND	ND	ND
Article 16	ND	ND	ND	ND	ND
Article 17	ND	ND	ND	ND	ND
Article 18	ND	ND	ND	ND	ND
Article 19	ND	ND	0.80	ND	ND
Article 20	ND	ND	0.70	ND	ND
Article 21	ND	ND	0.40	ND	ND
Article 22	ND	ND	ND	ND	ND
Article 23	ND	ND	ND	ND	ND
Article 24	ND	ND	ND	ND	ND
Article 25	ND	ND	ND	ND	ND
Article 26	ND	ND	ND	ND	ND
Article 27	ND	ND	ND	ND	ND
Article 28	ND	ND	ND	ND	ND
Article 29	ND	ND	ND	ND	ND
Article 30	ND	ND	ND	ND	ND

+0.56	America, and probably the world, stands on a precipice (garymarcus.substack.com)
	146 points by MindGods 3 days ago \| 89 comments on HN \| Moderate positive ~lite vlite-1.4

Summary ~lite AI Rights Advocates

Author urges action against military AI access, citing rights concerns

EQ 0.80

SO 0.70

TD 0.90

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

Longitudinal 154 HN snapshots · 112 evals

Audit Trail 132 entries

2026-03-02 16:42	model_divergence	Cross-model spread 0.36 exceeds threshold (2 models)	- -
2026-03-02 16:42	eval_success	Lite evaluated: Moderate positive (0.56)	- -
2026-03-02 16:42	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-03-02 16:36	eval_success	Lite evaluated: Moderate positive (0.56)	- -
2026-03-02 16:36	model_divergence	Cross-model spread 0.36 exceeds threshold (2 models)	- -
2026-03-02 16:36	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-03-02 16:26	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-02 16:26	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-03-01 21:59	model_divergence	Cross-model spread 0.36 exceeds threshold (2 models)	- -
2026-03-01 21:59	eval_success	Lite evaluated: Moderate positive (0.56)	- -
2026-03-01 21:59	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-03-01 21:29	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-01 21:29	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-03-01 21:10	eval_success	Lite evaluated: Moderate positive (0.56)	- -
2026-03-01 21:10	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-03-01 21:05	eval_success	Lite evaluated: Moderate positive (0.56)	- -
2026-03-01 21:05	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-03-01 20:54	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-01 20:54	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-03-01 20:50	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-01 20:50	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-03-01 20:22	eval_success	Lite evaluated: Moderate positive (0.56)	- -
2026-03-01 20:22	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-03-01 20:06	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-01 20:06	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-03-01 19:37	eval_success	Lite evaluated: Moderate positive (0.56)	- -
2026-03-01 19:37	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-03-01 19:20	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-01 19:20	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-03-01 19:02	eval_success	Lite evaluated: Moderate positive (0.56)	- -
2026-03-01 19:02	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-03-01 18:56	eval_success	Lite evaluated: Moderate positive (0.56)	- -
2026-03-01 18:56	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-03-01 18:39	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-01 18:39	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-03-01 17:50	eval_success	Lite evaluated: Moderate positive (0.56)	- -
2026-03-01 17:50	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-03-01 17:45	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-03-01 17:37	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-03-01 16:25	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-03-01 16:18	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-03-01 16:12	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-03-01 15:47	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-03-01 15:33	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-03-01 14:42	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-03-01 14:30	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-03-01 14:26	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-03-01 13:57	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-03-01 13:39	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-03-01 13:09	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-03-01 13:04	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-03-01 12:59	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-03-01 12:47	eval	Evaluated by deepseek-v3.2: -0.05 (Neutral) 11,032 tokens -0.49
2026-03-01 12:44	eval	Evaluated by deepseek-v3.2: +0.44 (Moderate positive) 11,846 tokens -0.10
2026-03-01 12:23	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-03-01 12:19	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-03-01 11:46	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-03-01 11:39	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-03-01 10:45	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-03-01 10:39	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-03-01 09:59	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-03-01 09:56	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-03-01 09:52	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-03-01 09:15	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-03-01 09:07	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-03-01 08:25	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-03-01 08:15	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-03-01 08:09	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-03-01 07:29	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-03-01 07:18	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-03-01 07:09	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-03-01 06:42	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-03-01 06:24	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-03-01 05:59	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-03-01 05:36	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-03-01 05:31	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-03-01 05:16	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-03-01 05:09	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-03-01 05:00	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-03-01 04:25	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-03-01 04:09	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-03-01 03:36	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-03-01 03:22	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-03-01 03:01	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-03-01 02:56	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-03-01 02:51	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-03-01 02:10	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-03-01 02:07	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-03-01 01:25	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-03-01 01:23	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-03-01 00:40	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-03-01 00:36	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-02-28 23:51	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-02-28 23:47	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-02-28 23:45	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-02-28 23:42	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-02-28 22:51	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-02-28 22:45	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-02-28 22:40	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-02-28 22:05	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-02-28 21:59	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-02-28 21:54	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-02-28 21:16	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-02-28 21:09	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-02-28 21:07	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-02-28 20:19	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-02-28 20:14	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-02-28 20:13	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-02-28 19:28	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-02-28 19:24	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-02-28 18:47	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-02-28 18:42	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-02-28 18:41	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-02-28 18:15	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-02-28 18:12	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-02-28 17:49	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-02-28 17:47	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-02-28 17:42	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-02-28 17:24	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-02-28 17:19	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-02-28 17:16	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-02-28 16:53	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-02-28 16:49	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-02-28 16:48	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-02-28 16:14	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-02-28 16:13	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial discussing AI military use and rights concerns
2026-02-28 13:33	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial precipice stance
2026-02-28 13:30	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) +0.16
	reasoning Editorial discussing AI military use and rights concerns
2026-02-28 13:28	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) -0.60
	reasoning Editorial precipice stance
2026-02-28 00:32	eval	Evaluated by llama-3.3-70b-wai: +0.80 (Strong positive)
	reasoning Editorial precipice stance
2026-02-26 23:40	eval	Evaluated by deepseek-v3.2: +0.54 (Moderate positive) 11,703 tokens
2026-02-26 22:36	eval	Evaluated by llama-4-scout-wai: +0.40 (Moderate positive)
	reasoning Editorial discussing AI military use and rights concerns

build 8ca1907+465a · deployed 2026-03-02 19:13 UTC · evaluated 2026-03-02 19:05:25 UTC