Tell HN: 3 months ago we feared AI was useless. Now we fear it will take our job

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

Model Comparison

Model	Editorial	Structural	Class	Conf	SETL	Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite	0.00	ND	Neutral	0.80	0.00	AI Impact
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	+0.10	ND	Mild positive	0.70	0.00	AI job displacement

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

0.00	Tell HN: 3 months ago we feared AI was useless. Now we fear it will take our job
	11 points by giuliomagnifico 2 days ago \| 26 comments on HN \| Neutral ~lite vlite-1.4

Summary ~lite AI Impact Neutral

Discussion on AI's impact on jobs and market fluctuations

EQ 0.50

SO 0.50

TD 0.50

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

Longitudinal 20 HN snapshots · 114 evals

Audit Trail 134 entries

2026-03-02 18:57	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 18:57	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, discussing AI job impact, neutral stance
2026-03-02 18:54	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-02 18:54	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-02 18:48	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-02 18:48	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-02 17:33	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-02 17:33	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-02 16:37	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 16:37	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) -0.10
	reasoning ED, discussing AI job impact, neutral stance
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 ED, discussing AI job impact, neutral stance
2026-03-02 16:12	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-02 16:12	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-02 06:00	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 06:00	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) -0.10
	reasoning ED, discussing AI job impact, neutral stance
2026-03-02 05:59	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-02 05:59	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-02 05:55	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-02 05:55	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) +0.10
	reasoning ED, discussing AI job impact, neutral stance
2026-03-02 05:17	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-02 05:17	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-02 05:13	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-02 05:13	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-02 05:09	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 05:09	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, discussing AI job impact, neutral stance
2026-03-02 04:41	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-02 04:41	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-02 04:36	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 04:36	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, discussing AI job impact, neutral stance
2026-03-02 03:57	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-02 03:57	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-02 03:51	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 03:51	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, discussing AI job impact, neutral stance
2026-03-02 03:13	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-02 03:13	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-02 03:09	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 03:09	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, discussing AI job impact, neutral stance
2026-03-02 02:37	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-02 02:37	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-02 02:32	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) -0.10
	reasoning ED, discussing AI job impact, neutral stance
2026-03-02 01:48	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-02 01:40	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, discussing AI job impact, neutral stance
2026-03-02 01:36	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) +0.10
	reasoning ED, discussing AI job impact, neutral stance
2026-03-02 01:05	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-02 00:55	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) -0.10
	reasoning ED, discussing AI job impact, neutral stance
2026-03-02 00:50	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) +0.10
	reasoning ED, discussing AI job impact, neutral stance
2026-03-02 00:24	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-02 00:02	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) -0.10
	reasoning ED, discussing AI job impact, neutral stance
2026-03-01 23:27	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-01 23:09	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) +0.10
	reasoning ED, discussing AI job impact, neutral stance
2026-03-01 22:39	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-01 22:22	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, discussing AI job impact, neutral stance
2026-03-01 22:02	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-01 21:30	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, discussing AI job impact, neutral stance
2026-03-01 21:12	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-01 20:55	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, discussing AI job impact, neutral stance
2026-03-01 20:38	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-01 20:09	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) -0.10
	reasoning ED, discussing AI job impact, neutral stance
2026-03-01 19:56	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-01 19:24	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) +0.10
	reasoning ED, discussing AI job impact, neutral stance
2026-03-01 19:18	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, discussing AI job impact, neutral stance
2026-03-01 19:12	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-01 18:38	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, discussing AI job impact, neutral stance
2026-03-01 18:35	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-01 17:35	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, discussing AI job impact, neutral stance
2026-03-01 17:30	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-01 17:25	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-01 16:16	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) -0.10
	reasoning ED, discussing AI job impact, neutral stance
2026-03-01 16:05	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-01 15:35	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, discussing AI job impact, neutral stance
2026-03-01 15:03	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-01 14:33	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, discussing AI job impact, neutral stance
2026-03-01 14:23	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-01 13:47	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) +0.10
	reasoning ED, discussing AI job impact, neutral stance
2026-03-01 13:36	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-01 13:04	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, discussing AI job impact, neutral stance
2026-03-01 12:57	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-01 12:22	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, discussing AI job impact, neutral stance
2026-03-01 12:16	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-01 12:10	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-01 11:44	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, discussing AI job impact, neutral stance
2026-03-01 11:29	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-01 10:42	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) -0.10
	reasoning ED, discussing AI job impact, neutral stance
2026-03-01 10:24	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-01 09:58	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) +0.10
	reasoning ED, discussing AI job impact, neutral stance
2026-03-01 09:42	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-01 09:11	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) -0.10
	reasoning ED, discussing AI job impact, neutral stance
2026-03-01 09:06	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, discussing AI job impact, neutral stance
2026-03-01 09:04	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-01 08:09	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) +0.10
	reasoning ED, discussing AI job impact, neutral stance
2026-03-01 08:08	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-01 04:29	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-01 04:26	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, discussing AI job impact, neutral stance
2026-03-01 04:24	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-01 03:39	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, discussing AI job impact, neutral stance
2026-03-01 03:37	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-01 03:05	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) -0.10
	reasoning ED, discussing AI job impact, neutral stance
2026-03-01 03:04	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-01 02:22	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning ED, discussing AI job impact, neutral stance
2026-03-01 02:21	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-01 01:34	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) +0.10
	reasoning ED, discussing AI job impact, neutral stance
2026-03-01 01:33	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-03-01 00:27	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, discussing AI job impact, neutral stance
2026-02-28 23:47	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-02-28 23:30	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, discussing AI job impact, neutral stance
2026-02-28 22:53	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-02-28 22:47	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-02-28 22:31	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, discussing AI job impact, neutral stance
2026-02-28 22:03	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-02-28 21:48	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, discussing AI job impact, neutral stance
2026-02-28 21:43	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) -0.10
	reasoning ED, discussing AI job impact, neutral stance
2026-02-28 21:13	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-02-28 20:59	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) +0.10
	reasoning ED, discussing AI job impact, neutral stance
2026-02-28 20:25	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-02-28 20:07	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, discussing AI job impact, neutral stance
2026-02-28 19:39	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-02-28 19:16	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, discussing AI job impact, neutral stance
2026-02-28 19:11	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, discussing AI job impact, neutral stance
2026-02-28 18:56	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-02-28 18:34	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, discussing AI job impact, neutral stance
2026-02-28 18:24	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-02-28 18:06	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, discussing AI job impact, neutral stance
2026-02-28 17:59	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-02-28 17:41	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, discussing AI job impact, neutral stance
2026-02-28 17:36	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, discussing AI job impact, neutral stance
2026-02-28 17:34	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-02-28 17:29	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-02-28 17:08	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, discussing AI job impact, neutral stance
2026-02-28 17:05	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-02-28 16:40	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, discussing AI job impact, neutral stance
2026-02-28 16:39	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Community discussion on AI impact
2026-02-28 15:50	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral)
	reasoning ED, discussing AI job impact, neutral stance
2026-02-28 15:50	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive)
	reasoning Community discussion on AI impact

build ab29067+fxw2 · deployed 2026-03-02 19:50 UTC · evaluated 2026-03-02 19:26:26 UTC