A Day in the Life of an Enshittificator [video]

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

Model Comparison

Model	Editorial	Structural	Class	Conf	SETL	Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite	+0.10	ND	Mild positive	0.50	0.00	Technology Media
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	0.00	ND	Neutral	0.80	0.00	No human rights theme

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

+0.10	A Day in the Life of an Enshittificator [video] (www.youtube.com)
	9 points by doener 1 days ago \| 1 comments on HN \| Mild positive ~lite vlite-1.4

Summary ~lite Technology Media Acknowledges

A video exploring the life of a content moderator

EQ 0.60

SO 0.40

TD 0.70

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

Longitudinal 7 HN snapshots · 76 evals

Audit Trail 96 entries

2026-03-02 18:55	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-02 18:55	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Editorial video content, no explicit rights discussion
2026-03-02 18:47	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 18:47	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning YouTube config, no rights stance
2026-03-02 17:33	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 17:33	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning YouTube config, no rights 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) 0.00
	reasoning Editorial video content, no explicit rights discussion
2026-03-02 16:11	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 16:11	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning YouTube config, no rights stance
2026-03-02 09:42	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 09:42	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning YouTube config, no rights stance
2026-03-02 09:18	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-02 09:18	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Editorial video content, no explicit rights discussion
2026-03-02 08:59	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 08:59	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning YouTube config, no rights stance
2026-03-02 08:26	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-02 08:26	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) +0.10
	reasoning Editorial video content, no explicit rights discussion
2026-03-02 08:21	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 08:21	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial video content, no explicit rights discussion
2026-03-02 08:08	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 08:08	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning YouTube config, no rights stance
2026-03-02 07:34	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 07:34	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial video content, no explicit rights discussion
2026-03-02 07:19	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 07:19	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning YouTube config, no rights stance
2026-03-02 07:14	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 07:14	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning YouTube config, no rights stance
2026-03-02 06:59	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 06:59	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial video content, no explicit rights discussion
2026-03-02 06:37	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 06:37	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning YouTube config, no rights stance
2026-03-02 06:32	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 06:32	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning YouTube config, no rights stance
2026-03-02 06:10	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 06:10	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial video content, no explicit rights discussion
2026-03-02 05:57	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 05:57	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning YouTube config, no rights stance
2026-03-02 05:34	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 05:34	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) -0.10
	reasoning Editorial video content, no explicit rights discussion
2026-03-02 05:12	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning YouTube config, no rights stance
2026-03-02 05:08	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning YouTube config, no rights stance
2026-03-02 04:56	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) +0.10
	reasoning Editorial video content, no explicit rights discussion
2026-03-02 04:33	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning YouTube config, no rights stance
2026-03-02 04:15	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial video content, no explicit rights discussion
2026-03-02 03:50	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning YouTube config, no rights stance
2026-03-02 03:30	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) -0.10
	reasoning Editorial video content, no explicit rights discussion
2026-03-02 03:07	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning YouTube config, no rights stance
2026-03-02 02:46	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) +0.10
	reasoning Editorial video content, no explicit rights discussion
2026-03-02 02:41	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial video content, no explicit rights discussion
2026-03-02 02:29	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning YouTube config, no rights stance
2026-03-02 02:02	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) -0.10
	reasoning Editorial video content, no explicit rights discussion
2026-03-02 01:41	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning YouTube config, no rights stance
2026-03-02 01:08	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) +0.10
	reasoning Editorial video content, no explicit rights discussion
2026-03-02 00:59	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning YouTube config, no rights stance
2026-03-02 00:53	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning YouTube config, no rights stance
2026-03-02 00:27	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial video content, no explicit rights discussion
2026-03-02 00:07	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning YouTube config, no rights stance
2026-03-01 23:32	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) -0.10
	reasoning Editorial video content, no explicit rights discussion
2026-03-01 23:12	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning YouTube config, no rights stance
2026-03-01 23:07	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning YouTube config, no rights stance
2026-03-01 22:42	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) +0.10
	reasoning Editorial video content, no explicit rights discussion
2026-03-01 22:22	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning YouTube config, no rights stance
2026-03-01 22:04	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial video content, no explicit rights discussion
2026-03-01 21:59	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial video content, no explicit rights discussion
2026-03-01 21:32	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning YouTube config, no rights stance
2026-03-01 21:11	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) -0.10
	reasoning Editorial video content, no explicit rights discussion
2026-03-01 20:58	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning YouTube config, no rights stance
2026-03-01 20:33	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) +0.10
	reasoning Editorial video content, no explicit rights discussion
2026-03-01 20:15	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning YouTube config, no rights stance
2026-03-01 19:52	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial video content, no explicit rights discussion
2026-03-01 19:36	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning YouTube config, no rights stance
2026-03-01 19:09	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial video content, no explicit rights discussion
2026-03-01 18:59	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning YouTube config, no rights stance
2026-03-01 18:53	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning YouTube config, no rights stance
2026-03-01 18:29	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial video content, no explicit rights discussion
2026-03-01 17:47	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning YouTube config, no rights stance
2026-03-01 17:17	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial video content, no explicit rights discussion
2026-03-01 17:12	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial video content, no explicit rights discussion
2026-03-01 16:31	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning YouTube config, no rights stance
2026-03-01 15:56	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial video content, no explicit rights discussion
2026-03-01 15:53	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning YouTube config, no rights stance
2026-03-01 15:51	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial video content, no explicit rights discussion
2026-03-01 14:50	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning YouTube config, no rights stance
2026-03-01 14:48	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial video content, no explicit rights discussion
2026-03-01 14:05	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning YouTube config, no rights stance
2026-03-01 14:02	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial video content, no explicit rights discussion
2026-03-01 13:17	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning YouTube config, no rights stance
2026-03-01 13:14	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) -0.10
	reasoning Editorial video content, no explicit rights discussion
2026-03-01 13:09	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) +0.10
	reasoning Editorial video content, no explicit rights discussion
2026-03-01 12:39	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning YouTube config, no rights stance
2026-03-01 12:35	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning YouTube config, no rights stance
2026-03-01 12:30	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial video content, no explicit rights discussion
2026-03-01 12:01	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning YouTube config, no rights stance
2026-03-01 11:55	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral)
	reasoning Editorial video content, no explicit rights discussion
2026-03-01 11:55	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
	reasoning YouTube config, no rights stance

build fb2f838+pr96 · deployed 2026-03-02 19:02 UTC · evaluated 2026-03-02 19:05:25 UTC