Ask HN: What sources like HN do you consume?

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 -0.04 openai/gpt-oss-120b:free lite ND google/gemma-3-27b-it:free lite ND qwen/qwen3-coder:free lite ND Compare

ND	Ask HN: What sources like HN do you consume?
	59 points by DavidHaerer 5 days ago \| 37 comments on HN ~lite vlite-2.0

Summary ~lite

User seeks high-quality sources for marketing, legal, and sales knowledge.

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

Longitudinal 1378 HN snapshots · 41 evals

Audit Trail 61 entries

2026-03-05 07:43	eval_success	PSQ evaluated: g-PSQ=0.600 (3 dims)	- -
2026-03-05 07:43	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-05 07:33	eval_success	PSQ evaluated: g-PSQ=0.600 (3 dims)	- -
2026-03-05 07:33	eval	Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive)
2026-03-03 00:07	eval_success	Lite evaluated: Neutral (0.10)	- -
2026-03-03 00:07	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-03 00:07	eval	Evaluated by llama-4-scout-wai: +0.10 (Neutral) 0.00
	reasoning Discussion on tech news consumption, no explicit rights discourse
2026-03-03 00:03	eval_success	Lite evaluated: Neutral (0.10)	- -
2026-03-03 00:03	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-03 00:03	eval	Evaluated by llama-4-scout-wai: +0.10 (Neutral) -0.06
	reasoning Discussion on tech news consumption, no explicit rights discourse
2026-03-02 23:57	eval_success	Lite evaluated: Neutral (0.04)	- -
2026-03-02 23:57	eval	Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) -0.02
	reasoning Community forum discussion on information sources
2026-03-02 23:23	eval_success	Lite evaluated: Mild positive (0.16)	- -
2026-03-02 23:23	eval	Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
	reasoning Discussion on tech news consumption, no explicit rights discourse
2026-03-02 23:19	eval_success	Lite evaluated: Neutral (0.06)	- -
2026-03-02 23:19	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Community forum discussion on information sources
2026-03-02 22:45	eval_success	Lite evaluated: Mild positive (0.16)	- -
2026-03-02 22:45	eval	Evaluated by llama-4-scout-wai: +0.16 (Mild positive) +0.16
	reasoning Discussion on tech news consumption, no explicit rights discourse
2026-03-02 22:41	eval_success	Lite evaluated: Neutral (0.06)	- -
2026-03-02 22:41	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) +0.06
	reasoning Community forum discussion on information sources
2026-03-02 22:06	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 22:06	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Discussion on tech news consumption, no explicit rights discourse
2026-03-02 22:02	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 22:02	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Community forum discussion on information sources
2026-03-02 21:27	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 21:27	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Discussion on tech news consumption, no explicit rights discourse
2026-03-02 21:24	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 21:24	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Community forum discussion on information sources
2026-03-02 20:40	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 20:40	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Discussion on tech news consumption, no explicit rights discourse
2026-03-02 20:38	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 20:38	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Community forum discussion on information sources
2026-03-02 19:54	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 19:54	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Discussion on tech news consumption, no explicit rights discourse
2026-03-02 19:53	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 19:53	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Community forum discussion on information sources
2026-03-02 19:15	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 19:15	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Community forum discussion on information sources
2026-03-02 19:15	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Discussion on tech news consumption, no explicit rights discourse
2026-03-02 18:09	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Community forum discussion on information sources
2026-03-02 18:08	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Discussion on tech news consumption, no explicit rights discourse
2026-03-02 16:59	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Community forum discussion on information sources
2026-03-02 16:58	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Discussion on tech news consumption, no explicit rights discourse
2026-03-02 15:34	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Community forum discussion on information sources
2026-03-02 15:33	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Discussion on tech news consumption, no explicit rights discourse
2026-03-02 14:53	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Community forum discussion on information sources
2026-03-02 14:52	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Discussion on tech news consumption, no explicit rights discourse
2026-03-02 14:12	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Community forum discussion on information sources
2026-03-02 14:10	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Discussion on tech news consumption, no explicit rights discourse
2026-03-02 13:29	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Community forum discussion on information sources
2026-03-02 13:24	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Community forum discussion on information sources
2026-03-02 13:24	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Discussion on tech news consumption, no explicit rights discourse
2026-03-02 13:17	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Discussion on tech news consumption, no explicit rights discourse
2026-03-02 12:35	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Community forum discussion on information sources
2026-03-02 12:30	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Community forum discussion on information sources
2026-03-02 12:29	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Discussion on tech news consumption, no explicit rights discourse
2026-03-02 11:58	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Community forum discussion on information sources
2026-03-02 11:56	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Discussion on tech news consumption, no explicit rights discourse
2026-03-02 11:18	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Community forum discussion on information sources
2026-03-02 11:12	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral)
	reasoning Discussion on tech news consumption, no explicit rights discourse
2026-03-02 11:12	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
	reasoning Community forum discussion on information sources

build f36f9cf+l6eo · deployed 2026-03-07 18:24 UTC · evaluated 2026-03-03 07:16:53 UTC