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

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

Model Comparison

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

Section	@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	@cf/meta/llama-4-scout-17b-16e-instruct 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

+0.10	Tell HN: 3 months ago we feared AI was useless. Now we fear it will take our job
	11 points by giuliomagnifico 1 days ago \| 26 comments on HN \| Mild positive ~lite vlite-1.4

Summary ~lite AI job displacement Acknowledges

Community discusses AI job fears

EQ 0.50

SO 0.30

TD 0.20

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

Longitudinal 20 HN snapshots · 99 evals

Audit Trail 119 entries

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_success	Lite evaluated: Neutral (0.00)	- -
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_success	Lite evaluated: Mild positive (0.10)	- -
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_success	Lite evaluated: Mild positive (0.10)	- -
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_success	Lite evaluated: Mild positive (0.10)	- -
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_success	Lite evaluated: Mild positive (0.10)	- -
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_success	Lite evaluated: Neutral (0.00)	- -
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_success	Lite evaluated: Mild positive (0.10)	- -
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_success	Lite evaluated: Mild positive (0.10)	- -
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_success	Lite evaluated: Neutral (0.00)	- -
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_success	Lite evaluated: Mild positive (0.10)	- -
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_success	Lite evaluated: Mild positive (0.10)	- -
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_success	Lite evaluated: Mild positive (0.10)	- -
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_success	Lite evaluated: Neutral (0.00)	- -
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_success	Lite evaluated: Mild positive (0.10)	- -
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_success	Lite evaluated: Neutral (0.00)	- -
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 17b3507+8lco · deployed 2026-03-02 03:53 UTC · evaluated 2026-03-02 03:34:17 UTC