Could ternary weights make 500B models runnable on consumer hardware?

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 0.00 @cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND @cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.04 Compare

ND	Could ternary weights make 500B models runnable on consumer hardware? (opengraviton.github.io)
	7 points by fatihturker 1 days ago \| 6 comments on HN ~lite vlite-2.0

Summary ~lite

Open-source AI engine enables running 500B+ parameter models on consumer hardware.

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

Longitudinal 7 HN snapshots · 25 evals

Audit Trail 45 entries

2026-03-10 04:32	eval_success	PSQ evaluated: g-PSQ=0.600 (3 dims)	- -
2026-03-10 04:32	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-10 04:24	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-10 04:24	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-10 04:24	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical content about AI inference engine, no explicit human rights discussion
2026-03-09 13:33	eval_success	PSQ evaluated: g-PSQ=0.600 (3 dims)	- -
2026-03-09 13:33	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 13:32	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-09 13:32	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-09 13:32	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical content about AI inference engine, no explicit human rights discussion
2026-03-09 12:42	eval_success	PSQ evaluated: g-PSQ=0.600 (3 dims)	- -
2026-03-09 12:42	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 12:40	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-09 12:40	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical content about AI inference engine, no explicit human rights discussion
2026-03-09 12:40	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-09 11:59	eval_success	PSQ evaluated: g-PSQ=0.600 (3 dims)	- -
2026-03-09 11:59	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 11:56	eval_success	PSQ evaluated: g-PSQ=0.600 (3 dims)	- -
2026-03-09 11:56	eval	Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 11:54	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-09 11:54	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical content about AI inference engine, no explicit human rights discussion
2026-03-09 11:54	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-09 11:47	eval_success	Lite evaluated: Neutral (0.04)	- -
2026-03-09 11:47	eval	Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) 0.00
	reasoning Technical content with implicit rights implications
2026-03-09 10:51	eval_success	PSQ evaluated: g-PSQ=0.600 (3 dims)	- -
2026-03-09 10:51	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 10:51	eval_success	PSQ evaluated: g-PSQ=0.600 (3 dims)	- -
2026-03-09 10:51	eval	Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 10:50	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-09 10:50	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-09 10:50	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical content about AI inference engine, no explicit human rights discussion
2026-03-09 10:45	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-09 10:45	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical content about AI inference engine, no explicit human rights discussion
2026-03-09 10:45	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-09 10:43	eval	Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) 0.00
	reasoning Technical content with implicit rights implications
2026-03-09 09:46	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 09:45	eval	Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 09:40	eval	Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 09:39	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical content about AI inference engine, no explicit human rights discussion
2026-03-09 09:37	eval	Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) 0.00
	reasoning Technical content with implicit rights implications
2026-03-09 08:32	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 08:27	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-09 08:27	eval	Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive)
2026-03-09 08:25	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral)
	reasoning Technical content about AI inference engine, no explicit human rights discussion
2026-03-09 08:25	eval	Evaluated by llama-3.3-70b-wai: +0.04 (Neutral)
	reasoning Technical content with implicit rights implications

build 35d02a3+aiqm · deployed 2026-03-09 11:48 UTC · evaluated 2026-03-08 02:36:46 UTC