Intent-Based Commits

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 -1.00 openai/gpt-oss-120b:free lite ND google/gemma-3-27b-it:free lite ND qwen/qwen3-coder:free lite ND Compare

ND	Intent-Based Commits (github.com)
	49 points by adamveld12 2 days ago \| 51 comments on HN ~lite vlite-2.0

Summary ~lite

The content appears to be a neutral and technical GitHub page with a coding agent repository.

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

Longitudinal 115 HN snapshots · 101 evals

Audit Trail 121 entries

2026-03-05 06:25	eval_success	PSQ evaluated: g-PSQ=0.600 (3 dims)	- -
2026-03-05 06:25	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-05 06:15	eval_success	PSQ evaluated: g-PSQ=0.000 (3 dims)	- -
2026-03-05 06:15	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral)
2026-03-04 18:37	eval_success	Lite evaluated: Moderate negative (-0.42)	- -
2026-03-04 18:37	model_divergence	Cross-model spread 0.30 exceeds threshold (2 models)	- -
2026-03-04 18:37	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning GitHub code repository with no rights discussion
2026-03-04 18:37	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 17:40	eval_success	Lite evaluated: Strong negative (-0.72)	- -
2026-03-04 17:40	eval	Evaluated by llama-4-scout-wai: -0.72 (Strong negative) 0.00
	reasoning Technical GitHub page, no human rights discussion
2026-03-04 17:34	eval_success	Lite evaluated: Strong negative (-0.72)	- -
2026-03-04 17:34	eval	Evaluated by llama-4-scout-wai: -0.72 (Strong negative) 0.00
	reasoning Technical GitHub page, no human rights discussion
2026-03-04 17:13	eval_success	Lite evaluated: Moderate negative (-0.42)	- -
2026-03-04 17:13	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 17:13	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning GitHub code repository with no rights discussion
2026-03-04 14:34	credit_exhausted	Credit balance too low, pausing provider for 30 min	- -
2026-03-04 13:02	model_divergence	Cross-model spread 0.30 exceeds threshold (2 models)	- -
2026-03-04 13:02	eval_success	Lite evaluated: Moderate negative (-0.42)	- -
2026-03-04 13:02	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning GitHub code repository with no rights discussion
2026-03-04 13:02	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 12:43	eval_success	Lite evaluated: Strong negative (-0.72)	- -
2026-03-04 12:43	eval	Evaluated by llama-4-scout-wai: -0.72 (Strong negative) 0.00
	reasoning Technical GitHub page, no human rights discussion
2026-03-04 12:20	eval_success	Lite evaluated: Moderate negative (-0.42)	- -
2026-03-04 12:20	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning GitHub code repository with no rights discussion
2026-03-04 12:20	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 12:14	eval_success	Lite evaluated: Moderate negative (-0.42)	- -
2026-03-04 12:14	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 12:14	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning GitHub code repository with no rights discussion
2026-03-04 12:04	eval_success	Lite evaluated: Strong negative (-0.72)	- -
2026-03-04 12:04	eval	Evaluated by llama-4-scout-wai: -0.72 (Strong negative) 0.00
	reasoning Technical GitHub page, no human rights discussion
2026-03-04 11:37	eval_success	Lite evaluated: Moderate negative (-0.42)	- -
2026-03-04 11:37	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning GitHub code repository with no rights discussion
2026-03-04 11:32	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning GitHub code repository with no rights discussion
2026-03-04 11:16	eval	Evaluated by llama-4-scout-wai: -0.72 (Strong negative) 0.00
	reasoning Technical GitHub page, no human rights discussion
2026-03-04 10:47	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning GitHub code repository with no rights discussion
2026-03-04 10:32	eval	Evaluated by llama-4-scout-wai: -0.72 (Strong negative) 0.00
	reasoning Technical GitHub page, no human rights discussion
2026-03-04 10:27	eval	Evaluated by llama-4-scout-wai: -0.72 (Strong negative) 0.00
	reasoning Technical GitHub page, no human rights discussion
2026-03-04 10:10	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning GitHub code repository with no rights discussion
2026-03-04 10:05	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning GitHub code repository with no rights discussion
2026-03-04 09:51	eval	Evaluated by llama-4-scout-wai: -0.72 (Strong negative) 0.00
	reasoning Technical GitHub page, no human rights discussion
2026-03-04 09:21	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) -0.28
	reasoning GitHub code repository with no rights discussion
2026-03-04 09:13	eval	Evaluated by llama-4-scout-wai: -0.72 (Strong negative) 0.00
	reasoning Technical GitHub page, no human rights discussion
2026-03-04 08:44	eval	Evaluated by llama-3.3-70b-wai: -0.14 (Mild negative) 0.00
	reasoning GitHub code repository with no rights discussion
2026-03-04 08:26	eval	Evaluated by llama-4-scout-wai: -0.72 (Strong negative) 0.00
	reasoning Technical GitHub page, no human rights discussion
2026-03-04 08:10	eval	Evaluated by llama-3.3-70b-wai: -0.14 (Mild negative) +0.28
	reasoning GitHub code repository with no rights discussion
2026-03-04 07:58	eval	Evaluated by llama-4-scout-wai: -0.72 (Strong negative) -0.80
	reasoning Technical GitHub page, no human rights discussion
2026-03-04 07:37	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) -0.47
	reasoning GitHub code repository with no rights discussion
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
2026-03-04 06:59	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning GitHub code repository with 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
2026-03-04 05:50	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) -0.06
	reasoning GitHub code repository with no rights discussion
2026-03-04 05:27	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion
2026-03-04 05:05	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning GitHub code repository with no rights discussion
2026-03-04 04:37	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion
2026-03-04 04:32	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) -0.03
	reasoning Technical GitHub page, no human rights discussion
2026-03-04 04:23	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning GitHub code repository with no rights discussion
2026-03-04 03:59	eval	Evaluated by llama-4-scout-wai: +0.11 (Mild positive) +0.03
	reasoning Technical GitHub page, no human rights discussion
2026-03-04 03:50	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) +0.06
	reasoning GitHub code repository with no rights discussion
2026-03-04 03:19	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) -0.03
	reasoning Technical GitHub page, no human rights discussion
2026-03-04 03:13	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) -0.06
	reasoning GitHub code repository with no rights discussion
2026-03-04 02:38	eval	Evaluated by llama-4-scout-wai: +0.11 (Mild positive) 0.00
	reasoning Technical GitHub page, no human rights discussion
2026-03-04 02:32	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning GitHub code repository with no rights discussion
2026-03-04 02:27	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) +0.06
	reasoning GitHub code repository with no rights discussion
2026-03-04 02:03	eval	Evaluated by llama-4-scout-wai: +0.11 (Mild positive) 0.00
	reasoning Technical GitHub page, no human rights discussion
2026-03-04 01:53	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) -0.06
	reasoning GitHub code repository with no rights discussion
2026-03-04 01:20	eval	Evaluated by llama-4-scout-wai: +0.11 (Mild positive) 0.00
	reasoning Technical GitHub page, no human rights discussion
2026-03-04 01:15	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning GitHub code repository with no rights discussion
2026-03-04 00:42	eval	Evaluated by llama-4-scout-wai: +0.11 (Mild positive) 0.00
	reasoning Technical GitHub page, no human rights discussion
2026-03-04 00:38	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning GitHub code repository with no rights discussion
2026-03-04 00:33	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning GitHub code repository with no rights discussion
2026-03-04 00:05	eval	Evaluated by llama-4-scout-wai: +0.11 (Mild positive) 0.00
	reasoning Technical GitHub page, no human rights discussion
2026-03-03 23:52	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning GitHub code repository with no rights discussion
2026-03-03 23:21	eval	Evaluated by llama-4-scout-wai: +0.11 (Mild positive) +0.03
	reasoning Technical GitHub page, no human rights discussion
2026-03-03 23:14	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning GitHub code repository with no rights discussion
2026-03-03 23:09	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning GitHub code repository with no rights discussion
2026-03-03 22:48	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) -0.03
	reasoning Technical GitHub page, no human rights discussion
2026-03-03 22:43	eval	Evaluated by llama-4-scout-wai: +0.11 (Mild positive) +0.03
	reasoning Technical GitHub page, no human rights discussion
2026-03-03 22:41	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning GitHub code repository with no rights discussion
2026-03-03 16:42	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion
2026-03-03 16:39	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning GitHub code repository with no rights discussion
2026-03-03 16:33	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning GitHub code repository with no rights discussion
2026-03-03 15:59	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) -0.03
	reasoning Technical GitHub page, no human rights discussion
2026-03-03 15:49	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning GitHub code repository with no rights discussion
2026-03-03 15:18	eval	Evaluated by llama-4-scout-wai: +0.11 (Mild positive) 0.00
	reasoning Technical GitHub page, no human rights discussion
2026-03-03 15:13	eval	Evaluated by llama-4-scout-wai: +0.11 (Mild positive) +0.03
	reasoning Technical GitHub page, no human rights discussion
2026-03-03 15:10	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning GitHub code repository with no rights discussion
2026-03-03 15:06	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning GitHub code repository with no rights discussion
2026-03-03 14:37	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion
2026-03-03 14:26	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) +0.06
	reasoning GitHub code repository with no rights discussion
2026-03-03 13:56	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion
2026-03-03 13:43	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) -0.06
	reasoning GitHub code repository with no rights discussion
2026-03-03 13:38	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning GitHub code repository with no rights discussion
2026-03-03 13:12	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) -0.03
	reasoning Technical GitHub page, no human rights discussion
2026-03-03 12:58	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning GitHub code repository with no rights discussion
2026-03-03 12:26	eval	Evaluated by llama-4-scout-wai: +0.11 (Mild positive) +0.03
	reasoning Technical GitHub page, no human rights discussion
2026-03-03 12:21	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion
2026-03-03 12:19	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning GitHub code repository with no rights discussion
2026-03-03 11:37	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion
2026-03-03 11:34	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning GitHub code repository with no rights discussion
2026-03-03 10:55	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion
2026-03-03 10:53	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning GitHub code repository with no rights discussion
2026-03-03 10:08	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion
2026-03-03 10:06	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning GitHub code repository with no rights discussion
2026-03-03 10:02	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning GitHub code repository with no rights discussion
2026-03-03 09:17	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion
2026-03-03 09:11	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning GitHub code repository with no rights discussion
2026-03-03 08:45	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion
2026-03-03 08:40	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) -0.03
	reasoning Technical GitHub page, no human rights discussion
2026-03-03 08:39	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning GitHub code repository with no rights discussion
2026-03-03 08:05	eval	Evaluated by llama-4-scout-wai: +0.11 (Mild positive) +0.03
	reasoning Technical GitHub page, no human rights discussion
2026-03-03 08:04	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning GitHub code repository with 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
2026-03-03 07:19	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning GitHub code repository with no rights discussion
2026-03-03 07:15	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion
2026-03-03 06:31	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning GitHub code repository with no rights discussion
2026-03-03 06:27	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion
2026-03-03 06:26	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning GitHub code repository with no rights discussion
2026-03-03 05:54	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical GitHub page, no human rights discussion
2026-03-03 05:54	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning GitHub code repository with no rights discussion
2026-03-03 05:49	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral)
	reasoning Technical GitHub page, no human rights discussion
2026-03-03 05:49	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive)
	reasoning GitHub code repository with no rights discussion

build 1d257ec+9b5t · deployed 2026-03-05 21:00 UTC · evaluated 2026-03-03 07:16:53 UTC