Linux explores new way of authenticating developers and their code

Model: @cf/meta/llama-4-scout-17b-16e-instruct lite +0.10 @cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 Compare

+0.10	Linux explores new way of authenticating developers and their code (www.zdnet.com)
	29 points by CrankyBear 3 days ago \| 5 comments on HN \| Mild positive ~lite vlite-1.4

Summary ~lite tech security Neutral

ZDNET reports on Linux kernel's new authentication method.

EQ 0.50

SO 0.60

TD 0.70

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

Longitudinal 392 HN snapshots · 43 evals

Audit Trail 63 entries

2026-03-01 19:25	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-01 19:25	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-03-01 19:12	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-01 19:12	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech article, neutral stance
2026-03-01 19:08	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-01 19:08	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech article, neutral stance
2026-03-01 18:42	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-01 18:42	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-03-01 18:37	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-01 18:37	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-03-01 18:27	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-01 18:27	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech article, neutral stance
2026-03-01 17:33	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-01 17:33	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-03-01 17:17	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-01 17:17	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech article, neutral stance
2026-03-01 16:14	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-01 16:14	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-03-01 16:03	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-01 16:03	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech article, neutral stance
2026-03-01 15:34	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-01 15:34	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-03-01 15:00	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-01 15:00	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech article, neutral stance
2026-03-01 14:29	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-01 14:29	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-03-01 14:25	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-01 14:25	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-03-01 14:19	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-01 14:19	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech article, neutral stance
2026-03-01 13:37	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-01 13:37	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-03-01 13:32	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-01 13:32	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-03-01 13:32	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-01 13:32	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech article, neutral stance
2026-03-01 12:51	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-01 12:51	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-03-01 12:51	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-01 12:51	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech article, neutral stance
2026-03-01 12:46	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech article, neutral stance
2026-03-01 12:09	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-03-01 12:07	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech article, neutral stance
2026-03-01 11:24	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-03-01 11:21	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech article, neutral stance
2026-02-28 18:33	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-02-28 18:28	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-02-28 18:27	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech article, neutral stance
2026-02-28 18:03	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-02-28 18:02	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech article, neutral stance
2026-02-28 17:38	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-02-28 17:37	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech article, neutral stance
2026-02-28 17:10	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech article, neutral stance
2026-02-28 17:08	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-02-28 17:06	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech article, neutral stance
2026-02-28 16:41	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-02-28 16:40	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech article, neutral stance
2026-02-28 15:50	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-02-28 15:50	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech article, neutral stance
2026-02-28 09:18	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) +0.10
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-02-28 09:17	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech article, neutral stance
2026-02-28 04:06	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral)
	reasoning ED, neutral tech reporting on Linux dev authentication
2026-02-28 03:50	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
	reasoning Tech article, neutral stance

build 1ad9551+j7zs · deployed 2026-03-02 09:09 UTC · evaluated 2026-03-02 11:31:12 UTC