No AI in Node.js Core

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-4-scout-17b-16e-instruct lite +0.10 @cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND @cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 Compare

Model Comparison

Model	Editorial	Structural	Class	Conf	SETL	Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite	ND	ND	—	0.80	—	—
@cf/meta/llama-4-scout-17b-16e-instruct lite	+0.10	ND	Mild positive	0.80	0.00	AI Ethics
@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	ND	Neutral	0.90	0.00	AI in software development

Section	@cf/meta/llama-4-scout-17b-16e-instruct lite	@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
Preamble	ND	ND	ND	ND
Article 1	ND	ND	ND	ND
Article 2	ND	ND	ND	ND
Article 3	ND	ND	ND	ND
Article 4	ND	ND	ND	ND
Article 5	ND	ND	ND	ND
Article 6	ND	ND	ND	ND
Article 7	ND	ND	ND	ND
Article 8	ND	ND	ND	ND
Article 9	ND	ND	ND	ND
Article 10	ND	ND	ND	ND
Article 11	ND	ND	ND	ND
Article 12	ND	ND	ND	ND
Article 13	ND	ND	ND	ND
Article 14	ND	ND	ND	ND
Article 15	ND	ND	ND	ND
Article 16	ND	ND	ND	ND
Article 17	ND	ND	ND	ND
Article 18	ND	ND	ND	ND
Article 19	ND	ND	ND	ND
Article 20	ND	ND	ND	ND
Article 21	ND	ND	ND	ND
Article 22	ND	ND	ND	ND
Article 23	ND	ND	ND	ND
Article 24	ND	ND	ND	ND
Article 25	ND	ND	ND	ND
Article 26	ND	ND	ND	ND
Article 27	ND	ND	ND	ND
Article 28	ND	ND	ND	ND
Article 29	ND	ND	ND	ND
Article 30	ND	ND	ND	ND

ND	No AI in Node.js Core (github.com)
	62 points by porsager 10 days ago \| 37 comments on HN ~lite vlite-2.0

Summary ~lite

A GitHub petition discussing AI-generated pull requests in Node.js core.

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

Longitudinal 222 HN snapshots · 69 evals

Audit Trail 89 entries

2026-03-20 22:39	eval_success	PSQ evaluated: g-PSQ=0.600 (3 dims)	- -
2026-03-20 22:39	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 22:19	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-20 22:19	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) +0.19
	reasoning GitHub petition page about AI-generated content in Node.js core, technical discussion
2026-03-20 20:19	eval_success	Lite evaluated: Neutral (-0.09)	- -
2026-03-20 20:19	eval	Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
	reasoning GitHub petition page about AI-generated content in Node.js core, technical discussion
2026-03-20 20:19	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 0W 1R	- -
2026-03-20 20:10	eval_success	PSQ evaluated: g-PSQ=0.600 (3 dims)	- -
2026-03-20 20:10	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 19:42	eval_success	Lite evaluated: Neutral (-0.09)	- -
2026-03-20 19:42	eval	Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
	reasoning GitHub petition page about AI-generated content in Node.js core, technical discussion
2026-03-20 19:42	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 0W 1R	- -
2026-03-20 19:30	eval_success	PSQ evaluated: g-PSQ=0.600 (3 dims)	- -
2026-03-20 19:30	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 18:30	eval_success	Lite evaluated: Neutral (-0.09)	- -
2026-03-20 18:30	eval	Evaluated by llama-4-scout-wai: -0.09 (Neutral) -0.09
	reasoning GitHub petition page about AI-generated content in Node.js core, technical discussion
2026-03-20 18:30	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 0W 1R	- -
2026-03-20 18:18	eval_success	PSQ evaluated: g-PSQ=0.600 (3 dims)	- -
2026-03-20 18:18	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 17:54	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-20 17:54	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning GitHub petition page about AI-generated content in Node.js core, technical discussion
2026-03-20 17:54	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-20 17:28	eval_success	PSQ evaluated: g-PSQ=0.600 (3 dims)	- -
2026-03-20 17:28	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 17:03	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-20 17:03	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.09
	reasoning GitHub petition page about AI-generated content in Node.js core, technical discussion
2026-03-20 17:03	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-20 16:10	eval_success	PSQ evaluated: g-PSQ=0.600 (3 dims)	- -
2026-03-20 16:10	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 15:46	eval_success	Lite evaluated: Neutral (-0.09)	- -
2026-03-20 15:46	eval	Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
	reasoning GitHub petition page about AI-generated content in Node.js core, technical discussion
2026-03-20 15:46	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 0W 1R	- -
2026-03-20 15:27	eval_success	PSQ evaluated: g-PSQ=0.600 (3 dims)	- -
2026-03-20 15:27	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 15:03	eval	Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
	reasoning GitHub petition page about AI-generated content in Node.js core, technical discussion
2026-03-20 14:47	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 14:25	eval	Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
	reasoning GitHub petition page about AI-generated content in Node.js core, technical discussion
2026-03-20 14:10	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 13:50	eval	Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
	reasoning GitHub petition page about AI-generated content in Node.js core, technical discussion
2026-03-20 13:34	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 13:15	eval	Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
	reasoning GitHub petition page about AI-generated content in Node.js core, technical discussion
2026-03-20 12:56	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 12:35	eval	Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
	reasoning GitHub petition page about AI-generated content in Node.js core, technical discussion
2026-03-20 12:14	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 11:55	eval	Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
	reasoning GitHub petition page about AI-generated content in Node.js core, technical discussion
2026-03-20 11:33	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 11:17	eval	Evaluated by llama-4-scout-wai: -0.09 (Neutral) -0.09
	reasoning GitHub petition page about AI-generated content in Node.js core, technical discussion
2026-03-20 10:52	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 10:39	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning GitHub petition page about AI-generated content in Node.js core, technical discussion
2026-03-20 10:16	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 09:59	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.09
	reasoning GitHub petition page about AI-generated content in Node.js core, technical discussion
2026-03-20 09:37	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 09:22	eval	Evaluated by llama-4-scout-wai: -0.09 (Neutral) -0.09
	reasoning GitHub petition page about AI-generated content in Node.js core, technical discussion
2026-03-20 08:58	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 08:43	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.09
	reasoning GitHub petition page about AI-generated content in Node.js core, technical discussion
2026-03-20 08:16	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 08:05	eval	Evaluated by llama-4-scout-wai: -0.09 (Neutral) -0.09
	reasoning GitHub petition page about AI-generated content in Node.js core, technical discussion
2026-03-20 07:36	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 07:22	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.09
	reasoning GitHub petition page about AI-generated content in Node.js core, technical discussion
2026-03-20 06:56	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 06:42	eval	Evaluated by llama-4-scout-wai: -0.09 (Neutral) -0.09
	reasoning GitHub petition page about AI-generated content in Node.js core, technical discussion
2026-03-20 06:15	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 06:05	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning GitHub petition page about AI-generated content in Node.js core, technical discussion
2026-03-20 05:40	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 05:29	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.09
	reasoning GitHub petition page about AI-generated content in Node.js core, technical discussion
2026-03-20 05:05	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 04:55	eval	Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
	reasoning GitHub petition page about AI-generated content in Node.js core, technical discussion
2026-03-20 04:30	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 04:20	eval	Evaluated by llama-4-scout-wai: -0.09 (Neutral) -0.09
	reasoning GitHub petition page about AI-generated content in Node.js core, technical discussion
2026-03-20 03:55	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 03:44	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning GitHub petition page about AI-generated content in Node.js core, technical discussion
2026-03-20 03:19	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 03:09	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.09
	reasoning GitHub petition page about AI-generated content in Node.js core, technical discussion
2026-03-20 02:37	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 02:27	eval	Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
	reasoning GitHub petition page about AI-generated content in Node.js core, technical discussion
2026-03-20 01:59	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 01:54	eval	Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
	reasoning GitHub petition page about AI-generated content in Node.js core, technical discussion
2026-03-20 01:38	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 01:35	eval	Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
	reasoning GitHub petition page about AI-generated content in Node.js core, technical discussion
2026-03-20 00:54	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 00:52	eval	Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
	reasoning GitHub petition page about AI-generated content in Node.js core, technical discussion
2026-03-20 00:22	eval	Evaluated by llama-3.3-70b-wai-psq: -0.18 (Mild negative)
2026-03-20 00:18	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
	reasoning Technical content with no rights discussion
2026-03-19 23:38	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-19 23:36	eval	Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
	reasoning GitHub petition page about AI-generated content in Node.js core, technical discussion
2026-03-19 22:59	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-19 22:59	eval	Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
	reasoning GitHub petition page about AI-generated content in Node.js core, technical discussion
2026-03-19 22:00	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-19 21:57	eval	Evaluated by llama-4-scout-wai: -0.09 (Neutral)
	reasoning GitHub petition page about AI-generated content in Node.js core, technical discussion

build ee2b489+gzrb · deployed 2026-03-10 22:52 UTC · evaluated 2026-03-16 02:03:38 UTC