A pretty looking web for a quantum mechanics tool

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

ND	A pretty looking web for a quantum mechanics tool (github.com)
	15 points by Jamessfks123 7 days ago \| 4 comments on HN ~lite vlite-2.0

Summary ~lite

GitHub project page for MACE, a machine-learning-based interatomic potential tool.

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

Longitudinal 220 HN snapshots · 52 evals

Audit Trail 72 entries

2026-03-05 08:39	eval_success	PSQ evaluated: g-PSQ=0.600 (3 dims)	- -
2026-03-05 08:39	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-05 08:33	eval_success	PSQ evaluated: g-PSQ=0.284 (3 dims)	- -
2026-03-05 08:33	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive)
2026-03-04 19:06	eval_success	Lite evaluated: Moderate negative (-0.42)	- -
2026-03-04 19:06	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Code repository with no rights discussion
2026-03-04 19:06	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 18:30	eval_success	Lite evaluated: Moderate negative (-0.42)	- -
2026-03-04 18:30	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning GitHub repository page for a machine-learning tool, no human rights discussion
2026-03-04 18:30	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-04 18:05	eval_success	Lite evaluated: Moderate negative (-0.42)	- -
2026-03-04 18:05	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Code repository with no rights discussion
2026-03-04 18:05	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 17:08	eval_success	Lite evaluated: Moderate negative (-0.42)	- -
2026-03-04 17:08	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning GitHub repository page for a machine-learning tool, no human rights discussion
2026-03-04 17:08	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-04 16:38	eval_success	Lite evaluated: Moderate negative (-0.42)	- -
2026-03-04 16:38	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Code repository with no rights discussion
2026-03-04 16:38	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 16:33	eval_success	Lite evaluated: Moderate negative (-0.42)	- -
2026-03-04 16:33	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Code repository with no rights discussion
2026-03-04 16:33	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 16:24	eval_success	Lite evaluated: Moderate negative (-0.42)	- -
2026-03-04 16:24	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning GitHub repository page for a machine-learning tool, no human rights discussion
2026-03-04 16:24	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-04 15:51	eval_success	Lite evaluated: Moderate negative (-0.42)	- -
2026-03-04 15:51	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 15:51	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Code repository with no rights discussion
2026-03-04 15:46	eval_success	Lite evaluated: Moderate negative (-0.42)	- -
2026-03-04 15:46	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Code repository with no rights discussion
2026-03-04 15:46	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 15:38	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning GitHub repository page for a machine-learning tool, no human rights discussion
2026-03-04 15:09	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Code repository with no rights discussion
2026-03-04 15:01	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning GitHub repository page for a machine-learning tool, no human rights discussion
2026-03-04 14:29	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Code repository with no rights discussion
2026-03-04 14:24	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Code repository with no rights discussion
2026-03-04 14:20	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning GitHub repository page for a machine-learning tool, no human rights discussion
2026-03-04 13:45	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Code repository with no rights discussion
2026-03-04 13:40	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Code repository with no rights discussion
2026-03-04 13:39	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning GitHub repository page for a machine-learning tool, no human rights discussion
2026-03-04 13:34	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning GitHub repository page for a machine-learning tool, no human rights discussion
2026-03-04 13:07	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Code repository with no rights discussion
2026-03-04 12:59	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning GitHub repository page for a machine-learning tool, no human rights discussion
2026-03-04 12:27	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Code repository with no rights discussion
2026-03-04 12:18	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning GitHub repository page for a machine-learning tool, no human rights discussion
2026-03-04 11:46	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Code repository with no rights discussion
2026-03-04 11:41	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Code repository with no rights discussion
2026-03-04 11:40	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning GitHub repository page for a machine-learning tool, no human rights discussion
2026-03-04 10:57	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Code repository with no rights discussion
2026-03-04 10:55	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning GitHub repository page for a machine-learning tool, no human rights discussion
2026-03-04 10:50	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning GitHub repository page for a machine-learning tool, no human rights discussion
2026-03-04 10:18	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Code repository with no rights discussion
2026-03-04 10:11	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning GitHub repository page for a machine-learning tool, no human rights discussion
2026-03-04 10:06	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning GitHub repository page for a machine-learning tool, no human rights discussion
2026-03-04 09:44	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Code repository with no rights discussion
2026-03-04 09:38	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Code repository with no rights discussion
2026-03-04 09:21	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning GitHub repository page for a machine-learning tool, no human rights discussion
2026-03-04 09:16	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning GitHub repository page for a machine-learning tool, no human rights discussion
2026-03-04 09:01	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Code repository with no rights discussion
2026-03-04 08:33	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning GitHub repository page for a machine-learning tool, no human rights discussion
2026-03-04 08:22	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) -0.28
	reasoning Code repository with no rights discussion
2026-03-04 08:04	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) -0.50
	reasoning GitHub repository page for a machine-learning tool, no human rights discussion
2026-03-04 07:55	eval	Evaluated by llama-3.3-70b-wai: -0.14 (Mild negative) -0.22
	reasoning Code repository with no rights discussion
2026-03-04 07:24	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning GitHub repository page for a machine-learning tool, no human rights discussion
2026-03-04 07:17	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Code repository with no rights discussion
2026-03-04 06:17	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) -0.03
	reasoning GitHub repository page for a machine-learning tool, no human rights discussion
2026-03-04 06:10	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Code repository with no rights discussion
2026-03-04 05:41	eval	Evaluated by llama-4-scout-wai: +0.11 (Mild positive) +0.03
	reasoning GitHub repository page for a machine-learning tool, no human rights discussion
2026-03-04 05:35	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Code repository with no rights discussion
2026-03-04 04:54	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning GitHub repository page for a machine-learning tool, no human rights discussion
2026-03-04 04:49	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral)
	reasoning GitHub repository page for a machine-learning tool, no human rights discussion
2026-03-04 04:47	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral)
	reasoning Code repository with no rights discussion

build 4329e1b+z4y4 · deployed 2026-03-08 11:51 UTC · evaluated 2026-03-08 02:36:46 UTC