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

+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 f220d37+y7wl · deployed 2026-03-02 19:08 UTC · evaluated 2026-03-02 19:05:25 UTC