NanoGPT Slowrun: Language Modeling with Limited Data, Infinite Compute

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-4-scout-17b-16e-instruct lite 0.00 @cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 @cf/qwen/qwen3-30b-a3b-fp8 lite ND @cf/qwen/qwen3-30b-a3b-fp8 lite ND openai/gpt-oss-120b:free lite ND google/gemma-3-27b-it:free lite ND qwen/qwen3-coder:free lite ND Compare

ND	NanoGPT Slowrun: Language Modeling with Limited Data, Infinite Compute (qlabs.sh)
	185 points by sdpmas 25 days ago \| 35 comments on HN ~lite vlite-2.0

Summary ~lite

Technical article on data-efficient learning algorithms with open collaboration.

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

Longitudinal 637 HN snapshots · 49 evals

Audit Trail 69 entries

2026-03-06 17:49	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-06 17:49	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-06 17:30	eval_success	PSQ evaluated: g-PSQ=0.322 (3 dims)	- -
2026-03-06 17:30	eval	Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive) 0.00
2026-03-06 04:31	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-06 04:31	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-06 04:06	eval_success	PSQ evaluated: g-PSQ=0.322 (3 dims)	- -
2026-03-06 04:06	eval	Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive) 0.00
2026-03-05 17:23	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-05 17:23	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-05 13:33	eval_success	PSQ evaluated: g-PSQ=0.322 (3 dims)	- -
2026-03-05 13:33	eval	Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive) 0.00
2026-03-05 07:29	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-05 07:29	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-05 06:29	eval_success	PSQ evaluated: g-PSQ=0.322 (3 dims)	- -
2026-03-05 06:29	eval	Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive) 0.00
2026-03-05 04:40	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-05 04:40	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-05 04:21	eval_success	PSQ evaluated: g-PSQ=0.322 (3 dims)	- -
2026-03-05 04:21	eval	Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive)
2026-03-05 04:18	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-05 04:18	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-05 04:18	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on AI research, no explicit human rights discussion
2026-03-05 04:07	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-05 04:07	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-05 04:07	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on AI, no rights discussion
2026-03-05 04:02	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-05 04:02	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on AI, no rights discussion
2026-03-05 04:02	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-05 03:44	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-05 03:44	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on AI research, no explicit human rights discussion
2026-03-05 03:44	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-05 03:39	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-05 03:39	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on AI research, no explicit human rights discussion
2026-03-05 03:39	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-05 03:19	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on AI, no rights discussion
2026-03-05 03:15	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on AI, no rights discussion
2026-03-05 02:57	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on AI research, no explicit human rights discussion
2026-03-05 02:43	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on AI, no rights discussion
2026-03-05 02:17	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on AI research, no explicit human rights discussion
2026-03-05 02:05	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on AI, no rights discussion
2026-03-05 02:00	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on AI, no rights discussion
2026-03-05 01:41	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on AI research, no explicit human rights discussion
2026-03-05 01:20	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on AI, no rights discussion
2026-03-05 01:02	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on AI research, no explicit human rights discussion
2026-03-05 00:45	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on AI, no rights discussion
2026-03-05 00:24	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on AI research, no explicit human rights discussion
2026-03-05 00:19	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on AI research, no explicit human rights discussion
2026-03-05 00:07	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on AI, no rights discussion
2026-03-04 23:42	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on AI research, no explicit human rights discussion
2026-03-04 23:37	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on AI research, no explicit human rights discussion
2026-03-04 23:32	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on AI, no rights discussion
2026-03-04 22:57	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on AI research, no explicit human rights discussion
2026-03-04 22:53	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on AI, no rights discussion
2026-03-04 22:52	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on AI research, no explicit human rights discussion
2026-03-04 22:13	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on AI, no rights discussion
2026-03-04 22:10	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on AI research, no explicit human rights discussion
2026-03-04 22:08	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on AI, no rights discussion
2026-03-04 21:40	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on AI research, no explicit human rights discussion
2026-03-04 21:37	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on AI, no rights discussion
2026-03-04 21:32	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on AI, no rights discussion
2026-03-04 20:56	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on AI research, no explicit human rights discussion
2026-03-04 20:50	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on AI, no rights discussion
2026-03-04 20:50	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on AI research, no explicit human rights discussion
2026-03-04 20:45	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on AI, no rights discussion
2026-03-04 20:15	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.10
	reasoning Technical article on AI research, no explicit human rights discussion
2026-03-04 20:14	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) +0.10
	reasoning Technical article on AI, no rights discussion
2026-03-04 19:18	eval	Evaluated by llama-4-scout-wai: -0.10 (Neutral)
	reasoning Technical article on AI research, no explicit human rights discussion
2026-03-04 19:17	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Neutral)
	reasoning Technical article on AI, no rights discussion

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