Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.80 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.70 — —
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.30 +0.16 Mild positive 0.80 0.20 Music Rights
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.04 +0.16 Mild positive 0.80 -0.14 Digital Rights Labor
openai/gpt-oss-120b:free lite ND ND — — — —
google/gemma-3-27b-it:free lite ND ND — — — —
qwen/qwen3-coder:free lite ND ND — — — —
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite openai/gpt-oss-120b:free lite google/gemma-3-27b-it:free lite qwen/qwen3-coder:free lite
Preamble ND ND ND ND ND ND ND
Article 1 ND ND ND ND ND ND ND
Article 2 ND ND ND ND ND ND ND
Article 3 ND ND ND ND ND ND ND
Article 4 ND ND ND ND ND ND ND
Article 5 ND ND ND ND ND ND ND
Article 6 ND ND ND ND ND ND ND
Article 7 ND ND ND ND ND ND ND
Article 8 ND ND ND ND ND ND ND
Article 9 ND ND ND ND ND ND ND
Article 10 ND ND ND ND ND ND ND
Article 11 ND ND ND ND ND ND ND
Article 12 ND ND ND ND ND ND ND
Article 13 ND ND ND ND ND ND ND
Article 14 ND ND ND ND ND ND ND
Article 15 ND ND ND ND ND ND ND
Article 16 ND ND ND ND ND ND ND
Article 17 ND ND ND ND ND ND ND
Article 18 ND ND ND ND ND ND ND
Article 19 ND ND ND ND ND ND ND
Article 20 ND ND ND ND ND ND ND
Article 21 ND ND ND ND ND ND ND
Article 22 ND ND ND ND ND ND ND
Article 23 ND ND ND ND ND ND ND
Article 24 ND ND ND ND ND ND ND
Article 25 ND ND ND ND ND ND ND
Article 26 ND ND ND ND ND ND ND
Article 27 ND ND ND ND ND ND ND
Article 28 ND ND ND ND ND ND ND
Article 29 ND ND ND ND ND ND ND
Article 30 ND ND ND ND ND ND ND
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
+1 0 −1 HN
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