'Employers are increasingly turning to degree and GPA'

Model: @cf/meta/llama-3.3-70b-instruct-fp8-fast lite -0.20 @cf/meta/llama-4-scout-17b-16e-instruct lite +0.20 Compare

-0.20	'Employers are increasingly turning to degree and GPA' (fortune.com)
	14 points by paulpauper 22 hours ago \| 7 comments on HN \| Mild negative ~lite vlite-1.4

Summary ~lite Education and Employment Neglects

Hiring based on degree and GPA

EQ 0.40

SO 0.60

TD 0.20

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

Longitudinal 40 HN snapshots · 57 evals

Audit Trail 77 entries

2026-03-02 17:32	eval_success	Lite evaluated: Mild negative (-0.20)	- -
2026-03-02 17:32	model_divergence	Cross-model spread 0.40 exceeds threshold (2 models)	- -
2026-03-02 17:32	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning Editorial on hiring practices
2026-03-02 16:36	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-02 16:36	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) +0.10
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 16:32	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-02 16:32	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) -0.10
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 16:11	eval_success	Lite evaluated: Mild negative (-0.20)	- -
2026-03-02 16:11	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning Editorial on hiring practices
2026-03-02 11:04	model_divergence	Cross-model spread 0.40 exceeds threshold (2 models)	- -
2026-03-02 11:04	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-02 11:04	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 10:58	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-02 10:58	model_divergence	Cross-model spread 0.40 exceeds threshold (2 models)	- -
2026-03-02 10:58	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 10:52	eval_success	Lite evaluated: Mild negative (-0.20)	- -
2026-03-02 10:52	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning Editorial on hiring practices
2026-03-02 10:08	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-02 10:08	model_divergence	Cross-model spread 0.40 exceeds threshold (2 models)	- -
2026-03-02 10:08	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 10:08	eval_success	Lite evaluated: Mild negative (-0.20)	- -
2026-03-02 10:08	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning Editorial on hiring practices
2026-03-02 09:25	eval_success	Lite evaluated: Mild negative (-0.20)	- -
2026-03-02 09:25	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning Editorial on hiring practices
2026-03-02 09:25	model_divergence	Cross-model spread 0.40 exceeds threshold (2 models)	- -
2026-03-02 09:24	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-02 09:24	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) +0.10
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 08:33	eval_success	Lite evaluated: Mild negative (-0.20)	- -
2026-03-02 08:33	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning Editorial on hiring practices
2026-03-02 08:30	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-02 08:30	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) -0.10
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 07:55	eval_success	Lite evaluated: Mild negative (-0.20)	- -
2026-03-02 07:55	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning Editorial on hiring practices
2026-03-02 07:48	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-02 07:48	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 07:09	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning Editorial on hiring practices
2026-03-02 07:05	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 06:27	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning Editorial on hiring practices
2026-03-02 06:22	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning Editorial on hiring practices
2026-03-02 06:20	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) +0.10
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 06:15	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) -0.10
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 05:50	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning Editorial on hiring practices
2026-03-02 05:42	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 05:07	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning Editorial on hiring practices
2026-03-02 05:02	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) +0.10
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 04:33	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning Editorial on hiring practices
2026-03-02 04:19	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 03:50	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning Editorial on hiring practices
2026-03-02 03:34	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 03:27	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 03:06	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning Editorial on hiring practices
2026-03-02 02:47	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) -0.10
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 02:28	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning Editorial on hiring practices
2026-03-02 02:07	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 01:40	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning Editorial on hiring practices
2026-03-02 01:35	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning Editorial on hiring practices
2026-03-02 01:13	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 01:08	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 00:55	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning Editorial on hiring practices
2026-03-02 00:27	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-02 00:10	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning Editorial on hiring practices
2026-03-01 23:32	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) +0.10
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-01 23:19	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning Editorial on hiring practices
2026-03-01 22:41	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-01 22:36	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-01 22:29	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning Editorial on hiring practices
2026-03-01 21:59	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-01 21:58	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning Editorial on hiring practices
2026-03-01 21:10	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning Editorial on hiring practices
2026-03-01 21:09	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) -0.10
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-01 21:06	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning Editorial on hiring practices
2026-03-01 20:29	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-01 20:25	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning Editorial on hiring practices
2026-03-01 19:46	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive) 0.00
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-01 19:42	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning Editorial on hiring practices
2026-03-01 19:41	eval	Evaluated by llama-4-scout-wai: +0.20 (Mild positive)
	reasoning Editorial on hiring trends, implicit bias concerns
2026-03-01 19:38	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative)
	reasoning Editorial on hiring practices

build 33fdafe+e25z · deployed 2026-03-02 17:29 UTC · evaluated 2026-03-02 17:25:40 UTC