What's in a Name?..

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 0.00 openai/gpt-oss-120b:free lite ND google/gemma-3-27b-it:free lite ND qwen/qwen3-coder:free lite ND Compare

ND	What's in a Name?.. (sailsandcommas.com)
	20 points by Curiositry 7 days ago \| 6 comments on HN ~lite vlite-2.0

Summary ~lite

The blog post 'What's in a Name?' appears to be a neutral and informative article with no visible threats or hostile language.

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

Longitudinal 290 HN snapshots · 66 evals

Audit Trail 86 entries

2026-03-05 08:38	eval_success	PSQ evaluated: g-PSQ=0.120 (3 dims)	- -
2026-03-05 08:38	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive)
2026-03-05 08:30	eval_success	PSQ evaluated: g-PSQ=0.000 (3 dims)	- -
2026-03-05 08:30	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral)
2026-03-04 19:43	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-04 19:43	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 19:43	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) +0.42
	reasoning CSS styles, no rights discussion
2026-03-04 19:36	eval_success	Lite evaluated: Mild negative (-0.24)	- -
2026-03-04 19:36	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Blog post with no explicit rights discussion, CSS styles, and HTML code
2026-03-04 18:34	eval_success	Lite evaluated: Moderate negative (-0.42)	- -
2026-03-04 18:34	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning CSS styles, no rights discussion
2026-03-04 18:34	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 18:29	eval_success	Lite evaluated: Moderate negative (-0.42)	- -
2026-03-04 18:29	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning CSS styles, no rights discussion
2026-03-04 18:29	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 18:27	eval_success	Lite evaluated: Mild negative (-0.24)	- -
2026-03-04 18:27	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Blog post with no explicit rights discussion, CSS styles, and HTML code
2026-03-04 17:08	eval_success	Lite evaluated: Moderate negative (-0.42)	- -
2026-03-04 17:08	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning CSS styles, no rights discussion
2026-03-04 17:08	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 17:04	eval_success	Lite evaluated: Mild negative (-0.24)	- -
2026-03-04 17:04	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Blog post with no explicit rights discussion, CSS styles, and HTML code
2026-03-04 16:23	eval_success	Lite evaluated: Moderate negative (-0.42)	- -
2026-03-04 16:23	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning CSS styles, no rights discussion
2026-03-04 16:23	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 16:13	eval_success	Lite evaluated: Mild negative (-0.24)	- -
2026-03-04 16:13	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) +0.18
	reasoning Blog post with no explicit rights discussion, CSS styles, and HTML code
2026-03-04 16:12	eval_success	Lite evaluated: Moderate negative (-0.42)	- -
2026-03-04 16:12	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning CSS styles, no rights discussion
2026-03-04 16:12	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 15:33	eval_success	Lite evaluated: Moderate negative (-0.42)	- -
2026-03-04 15:33	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning CSS styles, no rights discussion
2026-03-04 15:33	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 15:33	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning Blog post with no explicit rights discussion, CSS styles, and HTML code
2026-03-04 14:57	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning CSS styles, no rights discussion
2026-03-04 14:54	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) -0.18
	reasoning Blog post with no explicit rights discussion, CSS styles, and HTML code
2026-03-04 14:17	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning CSS styles, no rights discussion
2026-03-04 14:12	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) +0.18
	reasoning Blog post with no explicit rights discussion, CSS styles, and HTML code
2026-03-04 13:37	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning CSS styles, no rights discussion
2026-03-04 13:31	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning Blog post with no explicit rights discussion, CSS styles, and HTML code
2026-03-04 13:05	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning CSS styles, no rights discussion
2026-03-04 13:01	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning CSS styles, no rights discussion
2026-03-04 12:57	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning Blog post with no explicit rights discussion, CSS styles, and HTML code
2026-03-04 12:20	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning CSS styles, no rights discussion
2026-03-04 12:15	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) -0.18
	reasoning Blog post with no explicit rights discussion, CSS styles, and HTML code
2026-03-04 11:42	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning CSS styles, no rights discussion
2026-03-04 11:37	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Blog post with no explicit rights discussion, CSS styles, and HTML code
2026-03-04 10:57	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning CSS styles, no rights discussion
2026-03-04 10:51	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Blog post with no explicit rights discussion, CSS styles, and HTML code
2026-03-04 10:18	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning CSS styles, no rights discussion
2026-03-04 10:12	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) +0.18
	reasoning Blog post with no explicit rights discussion, CSS styles, and HTML code
2026-03-04 09:45	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning CSS styles, no rights discussion
2026-03-04 09:31	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) -0.18
	reasoning Blog post with no explicit rights discussion, CSS styles, and HTML code
2026-03-04 09:26	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) +0.18
	reasoning Blog post with no explicit rights discussion, CSS styles, and HTML code
2026-03-04 09:07	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning CSS styles, no rights discussion
2026-03-04 08:49	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning Blog post with no explicit rights discussion, CSS styles, and HTML code
2026-03-04 08:24	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning CSS styles, no rights discussion
2026-03-04 08:19	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning CSS styles, no rights discussion
2026-03-04 08:11	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) -0.44
	reasoning Blog post with no explicit rights discussion, CSS styles, and HTML code
2026-03-04 07:52	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning CSS styles, no rights discussion
2026-03-04 07:48	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) -0.45
	reasoning CSS styles, no rights discussion
2026-03-04 07:36	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Blog post with no explicit rights discussion, CSS styles, and HTML code
2026-03-04 07:07	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning CSS styles, no rights discussion
2026-03-04 07:02	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning CSS styles, no rights discussion
2026-03-04 06:57	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Blog post with no explicit rights discussion, CSS styles, and HTML code
2026-03-04 05:52	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning CSS styles, no rights discussion
2026-03-04 05:48	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Blog post with no explicit rights discussion, CSS styles, and HTML code
2026-03-04 05:10	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning CSS styles, no rights discussion
2026-03-04 05:02	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Blog post with no explicit rights discussion, CSS styles, and HTML code
2026-03-04 04:28	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) -0.04
	reasoning CSS styles, no rights discussion
2026-03-04 04:18	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Blog post with no explicit rights discussion, CSS styles, and HTML code
2026-03-04 04:13	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Blog post with no explicit rights discussion, CSS styles, and HTML code
2026-03-04 03:58	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) +0.04
	reasoning CSS styles, no rights discussion
2026-03-04 03:39	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Blog post with no explicit rights discussion, CSS styles, and HTML code
2026-03-04 03:34	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Blog post with no explicit rights discussion, CSS styles, and HTML code
2026-03-04 03:20	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning CSS styles, no rights discussion
2026-03-04 03:03	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Blog post with no explicit rights discussion, CSS styles, and HTML code
2026-03-04 02:39	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning CSS styles, no rights discussion
2026-03-04 02:15	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Blog post with no explicit rights discussion, CSS styles, and HTML code
2026-03-04 02:10	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Blog post with no explicit rights discussion, CSS styles, and HTML code
2026-03-04 02:05	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning CSS styles, no rights discussion
2026-03-04 01:31	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Blog post with no explicit rights discussion, CSS styles, and HTML code
2026-03-04 01:26	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Blog post with no explicit rights discussion, CSS styles, and HTML code
2026-03-04 01:23	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning CSS styles, no rights discussion
2026-03-04 00:50	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral)
	reasoning Blog post with no explicit rights discussion, CSS styles, and HTML code
2026-03-04 00:47	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral)
	reasoning CSS styles, no rights discussion

build 4329e1b+z4y4 · deployed 2026-03-08 11:51 UTC · evaluated 2026-03-08 02:36:46 UTC