Go is the best language for agents

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 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	—	0.63	—	—
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	ND	ND	—	0.50	—	—
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	0.00	-1.00	Moderate negative	0.80	1.00	Tech rights
@cf/meta/llama-4-scout-17b-16e-instruct lite	0.00	-1.00	Moderate negative	0.90	1.00	technology programming
claude-haiku-4-5 lite	0.00	ND	Neutral	0.85	0.00	Programming language selection
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	claude-haiku-4-5 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	ND
Article 1	ND	ND	ND	ND	ND	ND	ND	ND
Article 2	ND	ND	ND	ND	ND	ND	ND	ND
Article 3	ND	ND	ND	ND	ND	ND	ND	ND
Article 4	ND	ND	ND	ND	ND	ND	ND	ND
Article 5	ND	ND	ND	ND	ND	ND	ND	ND
Article 6	ND	ND	ND	ND	ND	ND	ND	ND
Article 7	ND	ND	ND	ND	ND	ND	ND	ND
Article 8	ND	ND	ND	ND	ND	ND	ND	ND
Article 9	ND	ND	ND	ND	ND	ND	ND	ND
Article 10	ND	ND	ND	ND	ND	ND	ND	ND
Article 11	ND	ND	ND	ND	ND	ND	ND	ND
Article 12	ND	ND	ND	ND	ND	ND	ND	ND
Article 13	ND	ND	ND	ND	ND	ND	ND	ND
Article 14	ND	ND	ND	ND	ND	ND	ND	ND
Article 15	ND	ND	ND	ND	ND	ND	ND	ND
Article 16	ND	ND	ND	ND	ND	ND	ND	ND
Article 17	ND	ND	ND	ND	ND	ND	ND	ND
Article 18	ND	ND	ND	ND	ND	ND	ND	ND
Article 19	ND	ND	ND	ND	ND	ND	ND	ND
Article 20	ND	ND	ND	ND	ND	ND	ND	ND
Article 21	ND	ND	ND	ND	ND	ND	ND	ND
Article 22	ND	ND	ND	ND	ND	ND	ND	ND
Article 23	ND	ND	ND	ND	ND	ND	ND	ND
Article 24	ND	ND	ND	ND	ND	ND	ND	ND
Article 25	ND	ND	ND	ND	ND	ND	ND	ND
Article 26	ND	ND	ND	ND	ND	ND	ND	ND
Article 27	ND	ND	ND	ND	ND	ND	ND	ND
Article 28	ND	ND	ND	ND	ND	ND	ND	ND
Article 29	ND	ND	ND	ND	ND	ND	ND	ND
Article 30	ND	ND	ND	ND	ND	ND	ND	ND

ND	Go is the best language for agents (getbruin.com)
	195 points by karakanb 3 days ago \| 289 comments on HN ~lite vlite-2.0

Summary ~lite

The content promotes Go as the best language for AI agents without providing substantial trust or threat signals.

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

Longitudinal 382 HN snapshots · 106 evals

Audit Trail 126 entries

2026-03-05 07:02	eval_success	PSQ evaluated: g-PSQ=0.474 (3 dims)	- -
2026-03-05 07:02	eval	Evaluated by llama-4-scout-wai-psq: +0.47 (Moderate positive)
2026-03-05 06:53	eval_success	PSQ evaluated: g-PSQ=0.000 (3 dims)	- -
2026-03-05 06:53	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral)
2026-03-04 18:47	eval_success	Lite evaluated: Moderate negative (-0.50)	- -
2026-03-04 18:47	eval	Evaluated by llama-3.3-70b-wai: -0.50 (Moderate negative) +0.02
	reasoning Technical blog post
2026-03-04 18:47	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 17:47	eval_success	Lite evaluated: Moderate negative (-0.50)	- -
2026-03-04 17:47	eval	Evaluated by llama-4-scout-wai: -0.50 (Moderate negative) -0.58
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-04 17:47	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-04 17:26	eval_success	Lite evaluated: Moderate negative (-0.52)	- -
2026-03-04 17:26	eval	Evaluated by llama-3.3-70b-wai: -0.52 (Moderate negative) -0.57
	reasoning Technical blog post
2026-03-04 06:45	eval_success	Lite evaluated: Neutral (0.08)	- -
2026-03-04 06:45	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-04 06:45	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-04 06:32	eval_success	Lite evaluated: Neutral (0.05)	- -
2026-03-04 06:32	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 06:32	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-04 06:27	eval_success	Lite evaluated: Neutral (0.05)	- -
2026-03-04 06:27	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-04 06:27	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-03 19:38	eval_success	Lite evaluated: Neutral (0.08)	- -
2026-03-03 19:38	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) +0.06
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-03 19:38	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-03 19:03	eval_success	Lite evaluated: Neutral (0.05)	- -
2026-03-03 19:03	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 19:03	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-03 18:54	eval_success	Lite evaluated: Neutral (0.02)	- -
2026-03-03 18:54	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-03 18:54	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-03 18:20	eval_success	Lite evaluated: Neutral (0.05)	- -
2026-03-03 18:20	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 18:12	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-03 18:07	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-03 17:46	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 17:41	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 17:24	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-03 17:19	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-03 17:02	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 16:45	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-03 16:26	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 16:05	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-03 15:41	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 15:21	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-03 15:05	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 14:46	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-03 14:25	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 14:20	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 14:00	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-03 13:39	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 13:34	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 13:21	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-03 13:14	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-03 12:50	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 12:45	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 12:30	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-03 12:10	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 11:49	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-03 11:22	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 11:17	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 11:02	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-03 10:57	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-03 10:32	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 10:25	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 10:09	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-03 10:04	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-03 09:40	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 09:11	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-03 09:03	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 08:59	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 08:36	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-03 08:18	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 07:59	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-03 07:54	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-03 07:45	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 07:40	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 07:09	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-03 06:55	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 06:21	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-03 06:11	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 06:06	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 05:46	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-03 05:30	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 05:25	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 05:04	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-03 04:58	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-03 04:43	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 04:27	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-03 04:14	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 04:08	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 03:50	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-03 03:45	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-03 03:33	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 03:06	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-03 02:59	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 02:59	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-03 02:54	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 02:22	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-03 02:20	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 02:15	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 01:44	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-03 01:34	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 01:04	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-03 00:59	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-03 00:57	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 00:52	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post
2026-03-03 00:17	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) -0.14
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-03 00:14	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) +0.01
	reasoning Technical blog post
2026-03-02 23:46	eval	Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-02 23:45	eval	Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) 0.00
	reasoning Technical blog post
2026-03-02 23:09	eval	Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) 0.00
	reasoning Technical blog post
2026-03-02 23:07	eval	Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-02 23:04	eval	Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) 0.00
	reasoning Technical blog post
2026-03-02 22:26	eval	Evaluated by llama-4-scout-wai: +0.16 (Mild positive) +0.16
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-02 22:25	eval	Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) +0.04
	reasoning Technical blog post
2026-03-02 21:53	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-02 21:51	eval	Evaluated by claude-haiku-4-5: 0.00 (Neutral)
	reasoning Technical blog post on Go language, zero UDHR relevance
2026-03-02 21:50	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post
2026-03-02 21:45	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post
2026-03-02 21:17	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-02 21:12	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-02 21:10	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post
2026-03-02 20:22	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-02 20:21	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post
2026-03-02 19:44	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral)
	reasoning tech blog post, no explicit rights discussion, low transparency
2026-03-02 19:44	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
	reasoning Technical blog post

build 4392701+vuaz · deployed 2026-03-06 03:49 UTC · evaluated 2026-03-03 07:16:53 UTC