Show HN: Graph-Oriented Generation – Beating RAG for Codebases by 89% — Pending

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

ND	Show HN: Graph-Oriented Generation – Beating RAG for Codebases by 89% (github.com)
	7 points by dchisholm125 16 days ago \| 1 comments on HN ~lite vlite-2.0

Summary ~lite

Technical content

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

Longitudinal 183 HN snapshots · 52 evals

Audit Trail 72 entries

2026-03-07 19:25	eval_success	PSQ evaluated: g-PSQ=0.000 (3 dims)	- -
2026-03-07 19:25	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-07 19:09	eval_success	PSQ evaluated: g-PSQ=0.600 (3 dims)	- -
2026-03-07 19:09	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.14
2026-03-07 18:20	eval_success	PSQ evaluated: g-PSQ=0.000 (3 dims)	- -
2026-03-07 18:20	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-07 17:34	eval_success	PSQ evaluated: g-PSQ=0.464 (3 dims)	- -
2026-03-07 17:34	eval	Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-07 17:13	eval_success	PSQ evaluated: g-PSQ=0.000 (3 dims)	- -
2026-03-07 17:13	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-07 13:35	eval_success	PSQ evaluated: g-PSQ=0.000 (3 dims)	- -
2026-03-07 13:35	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-07 13:31	eval_success	PSQ evaluated: g-PSQ=0.464 (3 dims)	- -
2026-03-07 13:31	eval	Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-07 13:05	eval_success	PSQ evaluated: g-PSQ=0.000 (3 dims)	- -
2026-03-07 13:05	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-07 12:59	eval_success	PSQ evaluated: g-PSQ=0.464 (3 dims)	- -
2026-03-07 12:59	eval	Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-07 12:33	eval_success	PSQ evaluated: g-PSQ=0.000 (3 dims)	- -
2026-03-07 12:33	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-07 12:26	eval_success	PSQ evaluated: g-PSQ=0.464 (3 dims)	- -
2026-03-07 12:26	eval	Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) -0.14
2026-03-07 12:02	eval_success	PSQ evaluated: g-PSQ=0.000 (3 dims)	- -
2026-03-07 12:02	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-07 11:55	eval_success	PSQ evaluated: g-PSQ=0.600 (3 dims)	- -
2026-03-07 11:55	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.14
2026-03-07 11:32	eval_success	PSQ evaluated: g-PSQ=0.000 (3 dims)	- -
2026-03-07 11:32	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-07 11:23	eval_success	PSQ evaluated: g-PSQ=0.464 (3 dims)	- -
2026-03-07 11:23	eval	Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-07 11:03	eval_success	PSQ evaluated: g-PSQ=0.000 (3 dims)	- -
2026-03-07 11:03	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-07 10:53	eval_success	PSQ evaluated: g-PSQ=0.464 (3 dims)	- -
2026-03-07 10:53	eval	Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-07 10:48	eval_success	PSQ evaluated: g-PSQ=0.464 (3 dims)	- -
2026-03-07 10:48	eval	Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-07 10:29	eval_success	PSQ evaluated: g-PSQ=0.000 (3 dims)	- -
2026-03-07 10:29	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-07 10:15	eval_success	PSQ evaluated: g-PSQ=0.464 (3 dims)	- -
2026-03-07 10:15	eval	Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-07 10:10	eval	Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-07 09:59	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-07 09:38	eval	Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-07 09:29	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-07 09:05	eval	Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-07 09:00	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-07 08:33	eval	Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-07 08:30	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-07 08:01	eval	Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-07 07:59	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-07 07:56	eval	Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-07 07:26	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-07 07:24	eval	Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-07 07:21	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-07 06:54	eval	Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) -0.14
2026-03-07 06:51	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-07 06:49	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.14
2026-03-07 06:20	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-07 06:15	eval	Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) -0.14
2026-03-07 06:15	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-07 05:45	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.14
2026-03-07 05:44	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-07 05:14	eval	Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-07 05:13	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-07 05:01	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning GitHub repository page, technical content, no human rights discussion
2026-03-07 04:56	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning GitHub repository page, technical content, no human rights discussion
2026-03-07 04:51	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning GitHub repository page, technical content, no human rights discussion
2026-03-07 04:45	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral)
	reasoning GitHub repository page, technical content, no human rights discussion
2026-03-07 04:45	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
	reasoning Technical content, no rights discussion
2026-03-06 22:23	eval	Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-06 22:18	eval	Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive)
2026-03-06 22:18	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral)

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