The beauty and terror of modding Windows

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

Model: @cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND @cf/meta/llama-4-scout-17b-16e-instruct lite ND @cf/meta/llama-3.3-70b-instruct-fp8-fast lite -0.04 @cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 @cf/qwen/qwen3-30b-a3b-fp8 lite ND @cf/qwen/qwen3-30b-a3b-fp8 lite ND google/gemma-3-27b-it:free lite ND qwen/qwen3-coder:free lite ND openai/gpt-oss-120b:free lite ND Compare

Model Comparison

Model	Editorial	Structural	Class	Conf	SETL	Theme
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	ND	ND	—	0.40	—	—
@cf/meta/llama-4-scout-17b-16e-instruct lite	ND	ND	—	0.63	—	—
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	-0.04	ND	Neutral	0.60	0.00	Technology rights
@cf/meta/llama-4-scout-17b-16e-instruct lite	0.00	-1.00	Moderate negative	1.00	1.00	technology
@cf/qwen/qwen3-30b-a3b-fp8 lite	ND	ND	—	—	—	—
@cf/qwen/qwen3-30b-a3b-fp8 lite	ND	ND	—	—	—	—
google/gemma-3-27b-it:free lite	ND	ND	—	—	—	—
qwen/qwen3-coder:free lite	ND	ND	—	—	—	—
openai/gpt-oss-120b:free lite	ND	ND	—	—	—	—

Section	@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	@cf/meta/llama-4-scout-17b-16e-instruct lite	@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	@cf/meta/llama-4-scout-17b-16e-instruct lite	@cf/qwen/qwen3-30b-a3b-fp8 lite	@cf/qwen/qwen3-30b-a3b-fp8 lite	google/gemma-3-27b-it:free lite	qwen/qwen3-coder:free lite	openai/gpt-oss-120b:free lite
Preamble	ND	ND	ND	ND	ND	ND	ND	ND	ND
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Article 30	ND	ND	ND	ND	ND	ND	ND	ND	ND

ND	The beauty and terror of modding Windows (windowsread.me)
	121 points by wild_pointer 3 days ago \| 105 comments on HN ~lite vlite-2.0

Summary ~lite

Neutral content

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

Longitudinal 653 HN snapshots · 151 evals

Audit Trail 171 entries

2026-03-07 04:51	self_throttle	Self-throttle: circuit-breaker: 3 consecutive 429s	- -
2026-03-07 04:46	self_throttle	Self-throttle: circuit-breaker: 4 consecutive 429s	- -
2026-03-07 02:07	self_throttle	Self-throttle: circuit-breaker: 3 consecutive 429s	- -
2026-03-07 01:02	self_throttle	Self-throttle: circuit-breaker: 3 consecutive 429s	- -
2026-03-07 00:51	self_throttle	Self-throttle: circuit-breaker: 3 consecutive 429s	- -
2026-03-06 14:35	self_throttle	Self-throttle: circuit-breaker: 3 consecutive 429s	- -
2026-03-06 14:30	self_throttle	Self-throttle: circuit-breaker: 3 consecutive 429s	- -
2026-03-06 14:25	self_throttle	Self-throttle: circuit-breaker: 3 consecutive 429s	- -
2026-03-06 14:20	self_throttle	Self-throttle: circuit-breaker: 3 consecutive 429s	- -
2026-03-06 14:15	self_throttle	Self-throttle: circuit-breaker: 3 consecutive 429s	- -
2026-03-06 14:10	self_throttle	Self-throttle: circuit-breaker: 3 consecutive 429s	- -
2026-03-06 14:05	self_throttle	Self-throttle: circuit-breaker: 3 consecutive 429s	- -
2026-03-06 13:59	self_throttle	Self-throttle: circuit-breaker: 3 consecutive 429s	- -
2026-03-06 13:59	self_throttle	Self-throttle: circuit-breaker: 3 consecutive 429s	- -
2026-03-06 13:54	self_throttle	Self-throttle: circuit-breaker: 3 consecutive 429s	- -
2026-03-06 04:38	eval_success	PSQ evaluated: g-PSQ=0.000 (3 dims)	- -
2026-03-06 04:38	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-06 04:33	eval_success	PSQ evaluated: g-PSQ=0.000 (3 dims)	- -
2026-03-06 04:33	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-06 01:04	self_throttle	Self-throttle: circuit-breaker: 3 consecutive 429s	- -
2026-03-05 22:51	self_throttle	Self-throttle: circuit-breaker: 4 consecutive 429s	- -
2026-03-05 22:45	self_throttle	Self-throttle: circuit-breaker: 4 consecutive 429s	- -
2026-03-05 22:29	eval	Evaluated by llama-4-scout-wai-psq: -0.12 (Mild negative) 0.00
2026-03-05 22:24	eval	Evaluated by llama-4-scout-wai-psq: -0.12 (Mild negative) 0.00
2026-03-05 17:23	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-05 08:25	eval	Evaluated by llama-4-scout-wai-psq: -0.12 (Mild negative) 0.00
2026-03-05 07:26	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-05 04:53	eval	Evaluated by llama-4-scout-wai-psq: -0.12 (Mild negative)
2026-03-05 04:38	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral)
2026-03-05 04:12	eval	Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-05 04:06	eval	Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-05 04:00	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-05 03:27	eval	Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) -0.04
	reasoning Technical content, neutral stance, low transparency
2026-03-05 03:14	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-05 02:47	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-05 02:34	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-05 02:29	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-05 02:07	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-05 01:54	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-05 01:30	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-05 01:11	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-05 00:54	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) +0.04
	reasoning Technical content, neutral stance, low transparency
2026-03-05 00:48	eval	Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) -0.04
	reasoning Technical content, neutral stance, low transparency
2026-03-05 00:34	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-05 00:10	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-05 00:04	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-04 23:51	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 23:27	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-04 23:14	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 23:07	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 22:46	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-04 22:41	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-04 22:24	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 22:03	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-04 21:50	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 21:28	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-04 21:11	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 20:46	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-04 20:27	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 20:21	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 20:13	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) +0.70
	reasoning Technical content, neutral stance, low transparency
2026-03-04 19:41	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 19:24	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-04 18:31	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 18:23	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) -0.20
	reasoning Technical content, neutral stance, low transparency
2026-03-04 17:14	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 17:08	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 17:02	eval	Evaluated by llama-3.3-70b-wai: -0.50 (Moderate negative) +0.20
	reasoning Technical content, neutral stance, low transparency
2026-03-04 16:23	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 16:14	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-04 16:13	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 15:34	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-04 15:33	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 15:29	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-04 14:54	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 14:52	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-04 14:12	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) -0.20
	reasoning Technical content, neutral stance, low transparency
2026-03-04 14:11	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 14:06	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 13:32	eval	Evaluated by llama-3.3-70b-wai: -0.50 (Moderate negative) +0.20
	reasoning Technical content, neutral stance, low transparency
2026-03-04 13:27	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 13:00	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-04 12:54	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 12:19	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-04 12:12	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 11:41	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) -0.20
	reasoning Technical content, neutral stance, low transparency
2026-03-04 11:33	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 11:27	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 10:57	eval	Evaluated by llama-3.3-70b-wai: -0.50 (Moderate negative) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-04 10:45	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 10:16	eval	Evaluated by llama-3.3-70b-wai: -0.50 (Moderate negative) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-04 10:06	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 09:39	eval	Evaluated by llama-3.3-70b-wai: -0.50 (Moderate negative) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-04 09:22	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 09:01	eval	Evaluated by llama-3.3-70b-wai: -0.50 (Moderate negative) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-04 08:45	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 08:22	eval	Evaluated by llama-3.3-70b-wai: -0.50 (Moderate negative) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-04 08:09	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) -0.42
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 07:54	eval	Evaluated by llama-3.3-70b-wai: -0.50 (Moderate negative) -0.56
	reasoning Technical content, neutral stance, low transparency
2026-03-04 07:34	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 07:27	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 07:14	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-04 07:09	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) +0.03
	reasoning Technical content, neutral stance, low transparency
2026-03-04 06:19	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 05:59	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) -0.03
	reasoning Technical content, neutral stance, low transparency
2026-03-04 05:52	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-04 05:44	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 05:10	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) -0.01
	reasoning Technical content, neutral stance, low transparency
2026-03-04 04:56	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 04:26	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) +0.01
	reasoning Technical content, neutral stance, low transparency
2026-03-04 04:12	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 03:55	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-04 03:36	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) -0.06
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 03:31	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) +0.06
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 03:17	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-04 02:59	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 02:36	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-04 02:14	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 02:02	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-04 01:35	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) -0.06
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 01:21	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-04 00:58	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 00:45	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) -0.01
	reasoning Technical content, neutral stance, low transparency
2026-03-04 00:17	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) +0.06
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-04 00:08	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) +0.04
	reasoning Technical content, neutral stance, low transparency
2026-03-03 23:37	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-03 23:25	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) -0.04
	reasoning Technical content, neutral stance, low transparency
2026-03-03 23:01	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-03 22:53	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-03 22:31	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-03 22:26	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) -0.06
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-03 22:26	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-03 21:33	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) +0.04
	reasoning Technical content, neutral stance, low transparency
2026-03-03 21:32	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) +0.06
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-03 21:01	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) -0.04
	reasoning Technical content, neutral stance, low transparency
2026-03-03 20:58	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) -0.06
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-03 20:56	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-03 20:24	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) +0.06
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-03 20:23	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) +0.04
	reasoning Technical content, neutral stance, low transparency
2026-03-03 19:43	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-03 19:42	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) -0.06
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-03 19:38	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) -0.03
	reasoning Technical content, neutral stance, low transparency
2026-03-03 19:37	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-03 18:55	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) +0.03
	reasoning Technical content, neutral stance, low transparency
2026-03-03 18:52	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-03 18:15	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) -0.04
	reasoning Technical content, neutral stance, low transparency
2026-03-03 18:12	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) +0.06
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-03 18:10	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) +0.04
	reasoning Technical content, neutral stance, low transparency
2026-03-03 17:36	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-03 17:31	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-03 17:25	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-03 17:00	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-03 16:53	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) -0.04
	reasoning Technical content, neutral stance, low transparency
2026-03-03 16:21	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) -0.06
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-03 16:19	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) +0.04
	reasoning Technical content, neutral stance, low transparency
2026-03-03 15:35	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-03 15:33	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-03 15:00	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) +0.06
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-03 14:59	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-03 14:16	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-03 14:14	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) -0.04
	reasoning Technical content, neutral stance, low transparency
2026-03-03 14:07	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) +0.04
	reasoning Technical content, neutral stance, low transparency
2026-03-03 13:36	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) -0.06
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-03 13:33	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) -0.04
	reasoning Technical content, neutral stance, low transparency
2026-03-03 12:55	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) +0.06
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-03 12:49	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) +0.04
	reasoning Technical content, neutral stance, low transparency
2026-03-03 12:44	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning Technical content, neutral stance, low transparency
2026-03-03 12:14	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-03 12:10	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral)
	reasoning tech article on modding Windows, no explicit rights discussion
2026-03-03 12:09	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) -0.04
	reasoning Technical content, neutral stance, low transparency
2026-03-03 12:00	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral)
	reasoning Technical content, neutral stance, low transparency

build da0abe7+kru8 · deployed 2026-03-07 03:28 UTC · evaluated 2026-03-03 07:16:53 UTC