Right-sizes LLM models to your system's RAM, CPU, and GPU

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 claude-haiku-4-5 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-4-scout-17b-16e-instruct lite	ND	ND	—	0.83	—	—
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	ND	ND	—	0.63	—	—
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	0.00	-0.60	Moderate negative	0.90	0.60	No human rights theme
@cf/meta/llama-4-scout-17b-16e-instruct lite	0.00	-0.60	Moderate negative	1.00	0.60	—
claude-haiku-4-5 lite	0.00	ND	Neutral	0.80	0.00	No rights dimension
@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-4-scout-17b-16e-instruct lite	@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	@cf/meta/llama-4-scout-17b-16e-instruct lite	claude-haiku-4-5 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	ND
Article 1	ND	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 2	ND	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 3	ND	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 4	ND	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 5	ND	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 6	ND	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 7	ND	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 8	ND	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 9	ND	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 10	ND	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 11	ND	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 12	ND	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 13	ND	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 14	ND	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 15	ND	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 16	ND	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 17	ND	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 18	ND	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 19	ND	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 20	ND	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 21	ND	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 22	ND	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 23	ND	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 24	ND	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 25	ND	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 26	ND	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 27	ND	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 28	ND	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 29	ND	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 30	ND	ND	ND	ND	ND	ND	ND	ND	ND	ND

ND	Right-sizes LLM models to your system's RAM, CPU, and GPU (github.com)
	299 points by bilsbie 5 days ago \| 70 comments on HN ~lite vlite-2.0

Summary ~lite

GitHub repository providing a tool to right-size LLM models for system resources.

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

Longitudinal 1102 HN snapshots · 228 evals

Audit Trail 248 entries

2026-03-06 03:53	eval_success	PSQ evaluated: g-PSQ=0.600 (3 dims)	- -
2026-03-06 03:53	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 03:39	eval_success	PSQ evaluated: g-PSQ=0.284 (3 dims)	- -
2026-03-06 03:39	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-05 08:02	eval_success	PSQ evaluated: g-PSQ=0.600 (3 dims)	- -
2026-03-05 08:02	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-05 07:53	eval_success	PSQ evaluated: g-PSQ=0.284 (3 dims)	- -
2026-03-05 07:53	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive)
2026-03-04 18:38	eval_success	Lite evaluated: Moderate negative (-0.42)	- -
2026-03-04 18:38	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Technical content, no rights discussion
2026-03-04 18:38	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 18:33	eval_success	Lite evaluated: Moderate negative (-0.42)	- -
2026-03-04 18:33	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Technical content, no rights discussion
2026-03-04 18:33	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 17:33	eval_success	Lite evaluated: Moderate negative (-0.42)	- -
2026-03-04 17:33	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-04 17:33	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-04 17:14	eval_success	Lite evaluated: Moderate negative (-0.42)	- -
2026-03-04 17:14	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Technical content, no rights discussion
2026-03-04 17:14	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 17:09	eval_success	Lite evaluated: Moderate negative (-0.42)	- -
2026-03-04 17:09	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Technical content, no rights discussion
2026-03-04 17:09	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 15:39	eval_success	Lite evaluated: Moderate negative (-0.42)	- -
2026-03-04 15:39	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Technical content, no rights discussion
2026-03-04 15:39	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 15:36	eval_success	Lite evaluated: Moderate negative (-0.42)	- -
2026-03-04 15:36	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-04 15:36	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-04 15:34	eval_success	Lite evaluated: Moderate negative (-0.42)	- -
2026-03-04 15:34	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Technical content, no rights discussion
2026-03-04 15:34	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 14:59	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-04 14:57	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Technical content, no rights discussion
2026-03-04 14:17	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Technical content, no rights discussion
2026-03-04 14:16	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-04 13:37	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Technical content, no rights discussion
2026-03-04 13:34	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-04 13:28	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-04 13:04	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Technical content, no rights discussion
2026-03-04 12:54	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-04 12:49	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-04 12:21	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Technical content, no rights discussion
2026-03-04 12:17	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Technical content, no rights discussion
2026-03-04 12:08	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-04 11:40	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Technical content, no rights discussion
2026-03-04 11:35	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Technical content, no rights discussion
2026-03-04 11:24	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-04 10:49	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Technical content, no rights discussion
2026-03-04 10:37	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-04 10:11	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Technical content, no rights discussion
2026-03-04 10:04	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-04 09:59	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-04 09:32	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Technical content, no rights discussion
2026-03-04 09:17	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-04 08:55	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Technical content, no rights discussion
2026-03-04 08:31	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-04 08:17	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Technical content, no rights discussion
2026-03-04 08:12	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Technical content, no rights discussion
2026-03-04 08:03	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) -0.50
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-04 07:40	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) -0.50
	reasoning Technical content, no rights discussion
2026-03-04 07:21	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-04 07:16	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-04 07:04	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-04 06:59	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-04 06:07	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-04 06:02	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-04 05:50	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-04 05:45	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-04 05:20	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-04 05:00	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-04 04:55	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-04 04:32	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-04 04:13	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-04 04:01	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-04 03:39	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-04 03:33	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-04 03:21	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-04 03:03	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) +0.01
	reasoning Technical content, no rights discussion
2026-03-04 02:40	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-04 02:16	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-04 02:11	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-04 02:05	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-04 01:33	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-04 01:28	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-04 01:20	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-04 00:52	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-04 00:42	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-04 00:36	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-04 00:12	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-03 23:57	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 23:35	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-03 23:15	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 22:55	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-03 22:43	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 22:28	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-03 22:23	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-03 22:13	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 21:26	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-03 21:12	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 20:55	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-03 20:50	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-03 20:38	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 20:33	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 20:17	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-03 20:11	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-03 20:01	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 19:27	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-03 19:15	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 18:42	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-03 18:36	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-03 18:27	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 18:06	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-03 17:54	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 17:49	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 17:25	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-03 17:09	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 16:52	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) +0.02
	reasoning Technical content, no rights discussion
2026-03-03 16:33	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 16:28	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 16:16	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) -0.02
	reasoning Technical content, no rights discussion
2026-03-03 16:10	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-03 15:42	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 15:37	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 15:25	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-03 15:03	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 14:55	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-03 14:19	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 14:07	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-03 14:03	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-03 13:36	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 13:27	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-03 12:55	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 12:42	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-03 12:15	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 12:05	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-03 11:29	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 11:20	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-03 10:45	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 10:35	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-03 10:04	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 09:54	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) +0.02
	reasoning Technical content, no rights discussion
2026-03-03 09:13	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 09:08	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) -0.02
	reasoning Technical content, no rights discussion
2026-03-03 09:03	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-03 08:40	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 08:25	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-03 08:05	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 07:49	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-03 07:20	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 07:04	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-03 06:59	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-03 06:32	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 06:16	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-03 06:11	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-03 05:59	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 05:37	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-03 05:22	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 04:54	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-03 04:40	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 04:35	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 04:25	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-03 04:00	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 03:50	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-03 03:22	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 03:12	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) -0.01
	reasoning Technical content, no rights discussion
2026-03-03 02:51	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 02:35	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-03 02:30	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-03 02:14	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 02:01	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-03 01:32	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 01:15	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) +0.01
	reasoning Technical content, no rights discussion
2026-03-03 00:55	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 00:36	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) -0.01
	reasoning Technical content, no rights discussion
2026-03-03 00:32	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-03 00:12	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) -0.08
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-03 00:01	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) -0.08
	reasoning Technical content, no rights discussion
2026-03-02 23:43	eval	Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-02 23:21	eval	Evaluated by llama-3.3-70b-wai: +0.16 (Mild positive) 0.00
	reasoning Technical content, no rights discussion
2026-03-02 23:05	eval	Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-02 22:44	eval	Evaluated by llama-3.3-70b-wai: +0.16 (Mild positive) 0.00
	reasoning Technical content, no rights discussion
2026-03-02 22:39	eval	Evaluated by llama-3.3-70b-wai: +0.16 (Mild positive) +0.16
	reasoning Technical content, no rights discussion
2026-03-02 22:23	eval	Evaluated by llama-4-scout-wai: +0.16 (Mild positive) +0.16
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-02 22:02	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-02 21:57	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-02 21:52	eval	Evaluated by claude-haiku-4-5: 0.00 (Neutral)
	reasoning Technical LLM utility, no human rights relevance
2026-03-02 21:41	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-02 21:36	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-02 21:23	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-02 20:56	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-02 20:51	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-02 20:38	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-02 20:03	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-02 19:51	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-02 19:25	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-02 19:06	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-02 18:16	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-02 18:11	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-02 18:04	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-02 17:02	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-02 16:52	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-02 15:39	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-02 15:30	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-02 15:25	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-02 14:58	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-02 14:36	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-02 14:29	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-02 14:16	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-02 14:12	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-02 14:00	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-02 13:54	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-02 13:26	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-02 13:09	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-02 12:40	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-02 12:24	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-02 12:04	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-02 11:53	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-02 11:25	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-02 11:10	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-02 10:39	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-02 10:34	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-02 10:23	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-02 10:19	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-02 09:59	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-02 09:39	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-02 09:32	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-02 09:10	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-02 08:44	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-02 08:21	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-02 08:16	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-02 08:01	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-02 07:56	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-02 07:32	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-02 07:10	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-02 06:58	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-02 06:30	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-02 06:09	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-02 06:04	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-02 05:58	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-02 05:26	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-02 05:17	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-02 04:49	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-02 04:46	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-02 04:06	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-02 04:03	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, no rights discussion
2026-03-02 03:21	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral)
	reasoning Technical GitHub page, no human rights discussion or concerns
2026-03-02 03:20	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
	reasoning Technical content, no rights discussion

build f36f9cf+l6eo · deployed 2026-03-07 18:24 UTC · evaluated 2026-03-03 07:16:53 UTC