Data Center Intelligence at the Price of a Laptop

Alpha This system is experimental. Scores and classifications are early-stage research and may be unreliable. Methodology →

Model: @cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND @cf/meta/llama-4-scout-17b-16e-instruct lite ND @cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 @cf/meta/llama-3.3-70b-instruct-fp8-fast lite -0.04 openai/gpt-oss-120b:free lite ND google/gemma-3-27b-it:free lite ND qwen/qwen3-coder:free lite ND Compare

ND	Data Center Intelligence at the Price of a Laptop (tomtunguz.com)
	3 points by djha-skin 1 days ago \| 0 comments on HN ~lite vlite-2.0

Summary ~lite

Local AI inference reduces costs

Lite evaluation by llama-3.3-70b-wai-psq · editorial channel only · no per-section breakdown available

Longitudinal 4 HN snapshots · 33 evals

Audit Trail 53 entries

2026-03-07 05:08	eval_success	PSQ evaluated: g-PSQ=0.482 (3 dims)	- -
2026-03-07 05:08	eval	Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-07 05:04	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-07 05:04	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) -0.16
2026-03-07 05:03	eval_success	PSQ evaluated: g-PSQ=0.482 (3 dims)	- -
2026-03-07 05:03	eval	Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-07 04:59	eval_success	PSQ evaluated: g-PSQ=0.440 (3 dims)	- -
2026-03-07 04:59	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-07 04:31	eval_success	PSQ evaluated: g-PSQ=0.482 (3 dims)	- -
2026-03-07 04:31	eval	Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-07 04:26	eval_success	PSQ evaluated: g-PSQ=0.482 (3 dims)	- -
2026-03-07 04:26	eval	Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-07 04:25	eval_success	PSQ evaluated: g-PSQ=0.440 (3 dims)	- -
2026-03-07 04:25	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-07 03:55	eval_success	PSQ evaluated: g-PSQ=0.482 (3 dims)	- -
2026-03-07 03:55	eval	Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-07 03:52	eval_success	PSQ evaluated: g-PSQ=0.440 (3 dims)	- -
2026-03-07 03:52	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-07 03:50	eval_success	PSQ evaluated: g-PSQ=0.482 (3 dims)	- -
2026-03-07 03:50	eval	Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-07 03:20	eval_success	PSQ evaluated: g-PSQ=0.440 (3 dims)	- -
2026-03-07 03:20	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) +0.16
2026-03-07 03:16	eval_success	PSQ evaluated: g-PSQ=0.482 (3 dims)	- -
2026-03-07 03:16	eval	Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-07 02:44	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-07 02:44	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) -0.16
2026-03-07 02:41	eval_success	PSQ evaluated: g-PSQ=0.482 (3 dims)	- -
2026-03-07 02:41	eval	Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-07 02:09	eval_success	PSQ evaluated: g-PSQ=0.440 (3 dims)	- -
2026-03-07 02:09	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) +0.16
2026-03-07 02:07	eval_success	PSQ evaluated: g-PSQ=0.482 (3 dims)	- -
2026-03-07 02:07	eval	Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-07 01:32	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-07 01:32	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 01:30	eval_success	PSQ evaluated: g-PSQ=0.482 (3 dims)	- -
2026-03-07 01:30	eval	Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-07 00:58	eval_success	PSQ evaluated: g-PSQ=0.482 (3 dims)	- -
2026-03-07 00:58	eval	Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive) +0.00
2026-03-07 00:56	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-07 00:56	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) -0.16
2026-03-06 23:59	eval	Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive) -0.00
2026-03-06 23:55	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-06 23:27	eval	Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive) +0.00
2026-03-06 23:22	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning The content discusses AI models and their applications but does not explicitly mention human rights.
2026-03-06 23:22	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive)
2026-03-06 23:22	eval	Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive)
2026-03-06 23:17	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning The content discusses AI models and their applications but does not explicitly mention human rights.
2026-03-06 23:12	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning The content discusses AI models and their applications but does not explicitly mention human rights.
2026-03-06 23:07	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning The content discusses AI models and their applications but does not explicitly mention human rights.
2026-03-06 23:02	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning The content discusses AI models and their applications but does not explicitly mention human rights.
2026-03-06 22:57	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning The content discusses AI models and their applications but does not explicitly mention human rights.
2026-03-06 22:51	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral)
	reasoning The content discusses AI models and their applications but does not explicitly mention human rights.
2026-03-06 22:51	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral)
	reasoning Tech article, neutral stance, transparent indicators

build 0c6d3c6+ka9a · deployed 2026-03-08 00:28 UTC · evaluated 2026-03-08 01:44:30 UTC