My perfect Music app doesn't exist

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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 +0.30 @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	My perfect Music app doesn't exist (hicks.design)
	12 points by tobr 3 days ago \| 0 comments on HN ~lite vlite-2.0

Summary ~lite

Author critiques music apps, seeks ideal features, and shares personal experiences.

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

Longitudinal 6 HN snapshots · 42 evals

Audit Trail 62 entries

2026-03-05 06:51	eval_success	PSQ evaluated: g-PSQ=0.120 (3 dims)	- -
2026-03-05 06:51	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-05 06:46	eval_success	PSQ evaluated: g-PSQ=0.120 (3 dims)	- -
2026-03-05 06:46	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive)
2026-03-05 06:40	eval_success	PSQ evaluated: g-PSQ=0.331 (3 dims)	- -
2026-03-05 06:40	eval	Evaluated by llama-3.3-70b-wai-psq: +0.33 (Moderate positive)
2026-03-03 13:42	eval_success	Lite evaluated: Mild positive (0.24)	- -
2026-03-03 13:42	eval	Evaluated by llama-4-scout-wai: +0.24 (Mild positive) 0.00
	reasoning Music app review with critical views on Spotify's ethics and UI issues on Apple Music
2026-03-03 13:42	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-03 13:38	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-03 13:38	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Music app review with implicit rights concerns
2026-03-03 13:37	eval_success	Lite evaluated: Mild positive (0.24)	- -
2026-03-03 13:37	eval	Evaluated by llama-4-scout-wai: +0.24 (Mild positive) 0.00
	reasoning Music app review with critical views on Spotify's ethics and UI issues on Apple Music
2026-03-03 13:36	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-03 12:57	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-03 12:57	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Music app review with implicit rights concerns
2026-03-03 12:54	eval_success	Lite evaluated: Mild positive (0.24)	- -
2026-03-03 12:54	eval	Evaluated by llama-4-scout-wai: +0.24 (Mild positive) 0.00
	reasoning Music app review with critical views on Spotify's ethics and UI issues on Apple Music
2026-03-03 12:54	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-03 12:52	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-03 12:52	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Music app review with implicit rights concerns
2026-03-03 11:41	credit_exhausted	Credit balance too low, pausing provider for 30 min	- -
2026-03-03 11:24	eval_success	Lite evaluated: Mild positive (0.24)	- -
2026-03-03 11:24	eval	Evaluated by llama-4-scout-wai: +0.24 (Mild positive) 0.00
	reasoning Music app review with critical views on Spotify's ethics and UI issues on Apple Music
2026-03-03 11:24	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-03 11:23	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-03 11:23	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Music app review with implicit rights concerns
2026-03-03 10:40	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-03 10:40	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Music app review with implicit rights concerns
2026-03-03 10:40	eval_success	Lite evaluated: Mild positive (0.24)	- -
2026-03-03 10:40	eval	Evaluated by llama-4-scout-wai: +0.24 (Mild positive) 0.00
	reasoning Music app review with critical views on Spotify's ethics and UI issues on Apple Music
2026-03-03 10:40	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-03 10:00	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-03 10:00	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Music app review with implicit rights concerns
2026-03-03 09:56	eval	Evaluated by llama-4-scout-wai: +0.24 (Mild positive) 0.00
	reasoning Music app review with critical views on Spotify's ethics and UI issues on Apple Music
2026-03-03 09:09	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) +0.04
	reasoning Music app review with implicit rights concerns
2026-03-03 09:09	eval	Evaluated by llama-4-scout-wai: +0.24 (Mild positive) 0.00
	reasoning Music app review with critical views on Spotify's ethics and UI issues on Apple Music
2026-03-03 08:34	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) -0.04
	reasoning Music app review with implicit rights concerns
2026-03-03 08:32	eval	Evaluated by llama-4-scout-wai: +0.24 (Mild positive) 0.00
	reasoning Music app review with critical views on Spotify's ethics and UI issues on Apple Music
2026-03-03 08:29	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Music app review with implicit rights concerns
2026-03-03 07:04	eval	Evaluated by llama-4-scout-wai: +0.24 (Mild positive) 0.00
	reasoning Music app review with critical views on Spotify's ethics and UI issues on Apple Music
2026-03-03 07:00	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) +0.07
	reasoning Music app review with implicit rights concerns
2026-03-03 06:16	eval	Evaluated by llama-4-scout-wai: +0.24 (Mild positive) 0.00
	reasoning Music app review with critical views on Spotify's ethics and UI issues on Apple Music
2026-03-03 06:14	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) -0.03
	reasoning Music app review with implicit rights concerns
2026-03-03 06:10	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) -0.04
	reasoning Music app review with implicit rights concerns
2026-03-03 05:41	eval	Evaluated by llama-4-scout-wai: +0.24 (Mild positive) 0.00
	reasoning Music app review with critical views on Spotify's ethics and UI issues on Apple Music
2026-03-03 05:35	eval	Evaluated by llama-4-scout-wai: +0.24 (Mild positive) 0.00
	reasoning Music app review with critical views on Spotify's ethics and UI issues on Apple Music
2026-03-03 05:35	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Music app review with implicit rights concerns
2026-03-03 04:52	eval	Evaluated by llama-4-scout-wai: +0.24 (Mild positive) 0.00
	reasoning Music app review with critical views on Spotify's ethics and UI issues on Apple Music
2026-03-03 04:52	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Music app review with implicit rights concerns
2026-03-03 04:48	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Music app review with implicit rights concerns
2026-03-03 04:22	eval	Evaluated by llama-4-scout-wai: +0.24 (Mild positive) 0.00
	reasoning Music app review with critical views on Spotify's ethics and UI issues on Apple Music
2026-03-03 04:20	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Music app review with implicit rights concerns
2026-03-03 04:17	eval	Evaluated by llama-4-scout-wai: +0.24 (Mild positive) 0.00
	reasoning Music app review with critical views on Spotify's ethics and UI issues on Apple Music
2026-03-03 03:45	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Music app review with implicit rights concerns
2026-03-03 03:39	eval	Evaluated by llama-4-scout-wai: +0.24 (Mild positive) 0.00
	reasoning Music app review with critical views on Spotify's ethics and UI issues on Apple Music
2026-03-03 03:34	eval	Evaluated by llama-4-scout-wai: +0.24 (Mild positive) 0.00
	reasoning Music app review with critical views on Spotify's ethics and UI issues on Apple Music
2026-03-03 03:07	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) +0.04
	reasoning Music app review with implicit rights concerns
2026-03-03 03:00	eval	Evaluated by llama-4-scout-wai: +0.24 (Mild positive) 0.00
	reasoning Music app review with critical views on Spotify's ethics and UI issues on Apple Music
2026-03-03 02:28	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) -0.04
	reasoning Music app review with implicit rights concerns
2026-03-03 02:23	eval	Evaluated by llama-4-scout-wai: +0.24 (Mild positive)
	reasoning Music app review with critical views on Spotify's ethics and UI issues on Apple Music
2026-03-03 02:23	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive)
	reasoning Music app review with implicit rights concerns

build 477e599+ntxh · deployed 2026-03-06 02:19 UTC · evaluated 2026-03-03 07:16:53 UTC