Use the Mikado Method to do safe changes in a complex codebase

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

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	—	0.83	—	—
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	0.00	-1.00	Moderate negative	0.80	1.00	No human rights theme
@cf/meta/llama-4-scout-17b-16e-instruct lite	0.00	-1.00	Moderate negative	1.00	1.00	Software Development
openai/gpt-oss-120b:free lite	ND	ND	—	—	—	—
google/gemma-3-27b-it:free lite	ND	ND	—	—	—	—
qwen/qwen3-coder: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	openai/gpt-oss-120b:free lite	google/gemma-3-27b-it:free lite	qwen/qwen3-coder:free lite
Preamble	ND	ND	ND	ND	ND	ND	ND
Article 1	ND	ND	ND	ND	ND	ND	ND
Article 2	ND	ND	ND	ND	ND	ND	ND
Article 3	ND	ND	ND	ND	ND	ND	ND
Article 4	ND	ND	ND	ND	ND	ND	ND
Article 5	ND	ND	ND	ND	ND	ND	ND
Article 6	ND	ND	ND	ND	ND	ND	ND
Article 7	ND	ND	ND	ND	ND	ND	ND
Article 8	ND	ND	ND	ND	ND	ND	ND
Article 9	ND	ND	ND	ND	ND	ND	ND
Article 10	ND	ND	ND	ND	ND	ND	ND
Article 11	ND	ND	ND	ND	ND	ND	ND
Article 12	ND	ND	ND	ND	ND	ND	ND
Article 13	ND	ND	ND	ND	ND	ND	ND
Article 14	ND	ND	ND	ND	ND	ND	ND
Article 15	ND	ND	ND	ND	ND	ND	ND
Article 16	ND	ND	ND	ND	ND	ND	ND
Article 17	ND	ND	ND	ND	ND	ND	ND
Article 18	ND	ND	ND	ND	ND	ND	ND
Article 19	ND	ND	ND	ND	ND	ND	ND
Article 20	ND	ND	ND	ND	ND	ND	ND
Article 21	ND	ND	ND	ND	ND	ND	ND
Article 22	ND	ND	ND	ND	ND	ND	ND
Article 23	ND	ND	ND	ND	ND	ND	ND
Article 24	ND	ND	ND	ND	ND	ND	ND
Article 25	ND	ND	ND	ND	ND	ND	ND
Article 26	ND	ND	ND	ND	ND	ND	ND
Article 27	ND	ND	ND	ND	ND	ND	ND
Article 28	ND	ND	ND	ND	ND	ND	ND
Article 29	ND	ND	ND	ND	ND	ND	ND
Article 30	ND	ND	ND	ND	ND	ND	ND

ND	Use the Mikado Method to do safe changes in a complex codebase (understandlegacycode.com)
	191 points by foenix 13 days ago \| 85 comments on HN ~lite vlite-2.0

Summary ~lite

The article provides a structured method for making safe changes in complex codebases.

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

Longitudinal 609 HN snapshots · 141 evals

Audit Trail 161 entries

2026-03-05 09:17	eval_success	PSQ evaluated: g-PSQ=-0.040 (3 dims)	- -
2026-03-05 09:17	eval	Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-05 09:12	eval_success	PSQ evaluated: g-PSQ=-0.040 (3 dims)	- -
2026-03-05 09:12	eval	Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral)
2026-03-05 09:07	eval_success	PSQ evaluated: g-PSQ=-0.040 (3 dims)	- -
2026-03-05 09:07	eval	Evaluated by llama-3.3-70b-wai-psq: -0.04 (Neutral)
2026-03-04 08:09	eval_success	Lite evaluated: Moderate negative (-0.50)	- -
2026-03-04 08:09	eval	Evaluated by llama-3.3-70b-wai: -0.50 (Moderate negative) -0.55
	reasoning Technical blog post on coding
2026-03-04 08:09	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 07:49	eval_success	Lite evaluated: Moderate negative (-0.40)	- -
2026-03-04 07:49	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-04 07:49	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) -0.46
	reasoning Technical blog post on software development, no explicit human rights discussion
2026-03-04 07:35	eval_success	Lite evaluated: Neutral (0.05)	- -
2026-03-04 07:35	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post on coding
2026-03-04 07:35	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 07:06	eval_success	Lite evaluated: Neutral (0.06)	- -
2026-03-04 07:06	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
	reasoning Technical blog post on software development, no explicit human rights discussion
2026-03-04 07:06	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 1R	- -
2026-03-04 06:57	eval_success	Lite evaluated: Neutral (0.05)	- -
2026-03-04 06:57	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post on coding
2026-03-04 06:57	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 05:51	eval_success	Lite evaluated: Neutral (0.06)	- -
2026-03-04 05:51	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
	reasoning Technical blog post on software development, no explicit human rights discussion
2026-03-04 05:51	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 1R	- -
2026-03-04 05:48	eval_success	Lite evaluated: Neutral (0.05)	- -
2026-03-04 05:48	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 05:48	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post on coding
2026-03-04 05:43	eval_success	Lite evaluated: Neutral (0.05)	- -
2026-03-04 05:43	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 05:43	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post on coding
2026-03-04 05:07	eval_success	Lite evaluated: Neutral (0.06)	- -
2026-03-04 05:07	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
	reasoning Technical blog post on software development, no explicit human rights discussion
2026-03-04 04:57	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-04 04:24	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) -0.02
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2026-03-04 04:19	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-04 04:15	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-04 03:48	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-04 03:45	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-04 03:09	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-04 03:06	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-04 02:24	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-04 02:22	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-04 01:48	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-04 01:48	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-04 01:42	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-04 01:11	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-04 01:03	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-04 00:33	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-04 00:22	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) +0.02
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2026-03-03 23:52	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 23:40	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) -0.05
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2026-03-03 23:14	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 23:04	eval	Evaluated by llama-4-scout-wai: +0.11 (Mild positive) +0.03
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2026-03-03 22:42	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 22:37	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 22:32	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 22:27	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 22:06	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post on coding
2026-03-03 21:33	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) -0.03
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2026-03-03 21:08	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 21:00	eval	Evaluated by llama-4-scout-wai: +0.11 (Mild positive) 0.00
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2026-03-03 20:34	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 20:23	eval	Evaluated by llama-4-scout-wai: +0.11 (Mild positive) +0.03
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2026-03-03 20:18	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 20:02	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 19:57	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 19:38	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) +0.02
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2026-03-03 19:13	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post on coding
2026-03-03 18:53	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) -0.02
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2026-03-03 18:28	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 18:13	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 17:58	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 17:53	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 17:36	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 17:12	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 17:00	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 16:39	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 16:22	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 15:57	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 15:37	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) +0.02
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2026-03-03 15:18	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 15:02	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) -0.02
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2026-03-03 14:45	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 14:40	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 14:16	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 13:57	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 13:35	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 13:15	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 12:52	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 12:32	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 12:13	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 11:52	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 11:26	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 11:07	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 10:42	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 10:25	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 10:03	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 09:39	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 09:11	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 09:03	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 08:37	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 08:24	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 08:03	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 07:49	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 07:18	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 07:05	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 06:30	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 06:25	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 06:20	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 05:52	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 05:48	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 05:14	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 05:10	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 05:07	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 04:36	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 04:35	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 04:03	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 04:00	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 03:28	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 03:22	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 02:54	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 02:49	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 02:20	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 02:12	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 01:42	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 01:26	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 01:20	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 01:05	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 00:44	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 00:39	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 00:24	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 00:19	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) +0.01
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2026-03-03 00:05	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) -0.08
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2026-03-02 23:50	eval	Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) 0.00
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2026-03-02 23:26	eval	Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
	reasoning Technical blog post on software development, no explicit human rights discussion
2026-03-02 23:12	eval	Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) 0.00
	reasoning Technical blog post on coding
2026-03-02 22:53	eval	Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
	reasoning Technical blog post on software development, no explicit human rights discussion
2026-03-02 22:48	eval	Evaluated by llama-4-scout-wai: +0.16 (Mild positive) +0.16
	reasoning Technical blog post on software development, no explicit human rights discussion
2026-03-02 22:39	eval	Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) +0.04
	reasoning Technical blog post on coding
2026-03-02 22:10	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on software development, no explicit human rights discussion
2026-03-02 22:02	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on coding
2026-03-02 21:56	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on coding
2026-03-02 21:31	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on software development, no explicit human rights discussion
2026-03-02 21:23	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on coding
2026-03-02 21:18	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on coding
2026-03-02 20:47	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on software development, no explicit human rights discussion
2026-03-02 20:42	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on software development, no explicit human rights discussion
2026-03-02 20:32	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on coding
2026-03-02 19:58	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on software development, no explicit human rights discussion
2026-03-02 19:46	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on coding
2026-03-02 19:22	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on software development, no explicit human rights discussion
2026-03-02 19:17	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on software development, no explicit human rights discussion
2026-03-02 19:02	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on coding
2026-03-02 18:10	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on software development, no explicit human rights discussion
2026-03-02 18:05	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on software development, no explicit human rights discussion
2026-03-02 17:55	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on coding
2026-03-02 16:53	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on software development, no explicit human rights discussion
2026-03-02 16:48	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on software development, no explicit human rights discussion
2026-03-02 16:45	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on coding
2026-03-02 15:27	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral)
	reasoning Technical blog post on software development, no explicit human rights discussion
2026-03-02 15:27	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
	reasoning Technical blog post on coding

build ee2b489+gzrb · deployed 2026-03-10 22:52 UTC · evaluated 2026-03-08 02:36:46 UTC