Mullvad VPN: Banned TV Ad in the Streets of London [video]

Alpha This system is experimental. Scores and classifications are early-stage research and may be unreliable. Methodology →

Model: @cf/meta/llama-4-scout-17b-16e-instruct lite ND @cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND @cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 @cf/meta/llama-4-scout-17b-16e-instruct lite -0.04 openai/gpt-oss-120b:free lite ND google/gemma-3-27b-it:free lite ND qwen/qwen3-coder:free lite ND Compare

ND	Mullvad VPN: Banned TV Ad in the Streets of London [video] (www.youtube.com)
	303 points by vanyauhalin 2 days ago \| 184 comments on HN ~lite vlite-2.0

Summary ~lite

The content is a YouTube video showing a banned TV ad in London streets.

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

Longitudinal 783 HN snapshots · 103 evals

Audit Trail 123 entries

2026-03-06 03:59	eval_success	PSQ evaluated: g-PSQ=0.474 (3 dims)	- -
2026-03-06 03:59	eval	Evaluated by llama-4-scout-wai-psq: +0.47 (Moderate positive) +0.16
2026-03-06 03:49	eval_success	PSQ evaluated: g-PSQ=0.000 (3 dims)	- -
2026-03-06 03:49	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-05 06:10	eval_success	PSQ evaluated: g-PSQ=0.318 (3 dims)	- -
2026-03-05 06:10	eval	Evaluated by llama-4-scout-wai-psq: +0.32 (Moderate positive)
2026-03-05 06:07	eval_success	PSQ evaluated: g-PSQ=0.000 (3 dims)	- -
2026-03-05 06:07	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-05 06:02	eval_success	PSQ evaluated: g-PSQ=0.000 (3 dims)	- -
2026-03-05 06:02	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral)
2026-03-04 18:36	eval_success	Lite evaluated: Strong negative (-0.70)	- -
2026-03-04 18:36	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-04 18:36	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 17:34	eval_success	Lite evaluated: Moderate negative (-0.52)	- -
2026-03-04 17:34	eval	Evaluated by llama-4-scout-wai: -0.52 (Moderate negative) 0.00
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-04 17:12	eval_success	Lite evaluated: Strong negative (-0.70)	- -
2026-03-04 17:12	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) +0.01
	reasoning YouTube video page, no rights discussion
2026-03-04 17:12	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 14:42	eval_success	Lite evaluated: Moderate negative (-0.52)	- -
2026-03-04 14:42	eval	Evaluated by llama-4-scout-wai: -0.52 (Moderate negative) 0.00
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-04 14:41	eval_success	Lite evaluated: Strong negative (-0.71)	- -
2026-03-04 14:41	eval	Evaluated by llama-3.3-70b-wai: -0.71 (Strong negative) -0.01
	reasoning YouTube video page, no rights discussion
2026-03-04 14:02	eval_success	Lite evaluated: Moderate negative (-0.52)	- -
2026-03-04 14:02	eval	Evaluated by llama-4-scout-wai: -0.52 (Moderate negative) -0.02
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-04 13:56	eval_success	Lite evaluated: Strong negative (-0.70)	- -
2026-03-04 13:56	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-04 13:56	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 13:21	eval_success	Lite evaluated: Moderate negative (-0.50)	- -
2026-03-04 13:21	eval	Evaluated by llama-4-scout-wai: -0.50 (Moderate negative) +0.02
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-04 13:17	eval_success	Lite evaluated: Strong negative (-0.70)	- -
2026-03-04 13:17	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-04 13:17	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 13:12	eval_success	Lite evaluated: Strong negative (-0.70)	- -
2026-03-04 13:12	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-04 13:12	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 12:43	eval	Evaluated by llama-4-scout-wai: -0.52 (Moderate negative) -0.12
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-04 12:32	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) +0.01
	reasoning YouTube video page, no rights discussion
2026-03-04 12:27	eval	Evaluated by llama-3.3-70b-wai: -0.71 (Strong negative) -0.01
	reasoning YouTube video page, no rights discussion
2026-03-04 12:04	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) -0.17
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-04 11:47	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-04 11:16	eval	Evaluated by llama-4-scout-wai: -0.23 (Mild negative) 0.00
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-04 11:02	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-04 10:33	eval	Evaluated by llama-4-scout-wai: -0.23 (Mild negative) -0.21
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-04 10:20	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-04 10:15	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-04 09:59	eval	Evaluated by llama-4-scout-wai: -0.02 (Neutral) +0.21
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-04 09:37	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-04 09:17	eval	Evaluated by llama-4-scout-wai: -0.23 (Mild negative) +0.17
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-04 09:00	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-04 08:55	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-04 08:33	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-04 08:28	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) -0.17
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-04 08:17	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-04 08:00	eval	Evaluated by llama-4-scout-wai: -0.23 (Mild negative) -0.41
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-04 07:49	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) -0.77
	reasoning YouTube video page, no rights discussion
2026-03-04 07:20	eval	Evaluated by llama-4-scout-wai: +0.18 (Mild positive) -0.12
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-04 07:15	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-04 07:09	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-04 06:08	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-04 05:59	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-04 05:52	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-04 05:30	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-04 05:10	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-04 05:05	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-04 04:40	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-04 04:23	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-04 04:05	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-04 03:51	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-04 03:28	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-04 03:08	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-04 03:04	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-04 02:54	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-04 02:19	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-04 02:10	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-04 01:44	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-04 01:31	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) +0.12
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-04 01:08	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-04 00:52	eval	Evaluated by llama-4-scout-wai: +0.18 (Mild positive) 0.00
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-04 00:46	eval	Evaluated by llama-4-scout-wai: +0.18 (Mild positive) -0.12
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-04 00:28	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-04 00:08	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-03 23:48	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-03 23:26	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) +0.12
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-03 23:21	eval	Evaluated by llama-4-scout-wai: +0.18 (Mild positive) -0.12
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-03 23:11	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-03 23:06	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-03 22:49	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-03 22:36	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-03 22:19	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-03 22:06	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-03 21:21	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-03 21:07	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-03 21:02	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-03 20:49	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-03 20:26	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-03 20:15	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-03 20:10	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-03 19:50	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-03 19:25	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-03 19:05	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-03 18:38	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-03 18:23	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-03 18:05	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-03 17:52	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-03 17:21	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-03 17:12	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-03 17:07	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-03 16:47	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-03 16:32	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-03 16:07	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-03 15:47	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-03 15:24	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) +0.12
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-03 15:19	eval	Evaluated by llama-4-scout-wai: +0.18 (Mild positive) -0.12
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-03 15:11	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-03 14:45	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) +0.12
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-03 14:40	eval	Evaluated by llama-4-scout-wai: +0.18 (Mild positive) -0.12
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-03 14:35	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-03 13:57	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-03 13:55	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-03 13:52	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-03 13:12	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning YouTube video page, no rights discussion
2026-03-03 13:09	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive)
	reasoning YouTube video page with obscured content, no explicit rights discussion
2026-03-03 13:07	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral)
	reasoning YouTube video page, no rights discussion

build 7a5e5c1+p11n · deployed 2026-03-06 04:40 UTC · evaluated 2026-03-03 07:16:53 UTC