Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND 0.83
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND 0.67
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.10 ND Mild positive 0.80 0.00 Consumer Protection
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.10 ND Mild positive 0.80 0.00 Consumer protection
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 I Fell Victim to a $1,500 Used Camera Lens Scam on Amazon (petapixel.com)
937 points by _vvdf 3139 days ago | 428 comments on HN ~lite vlite-2.0
Summary ~lite
A personal account of a $1,500 used camera lens scam on Amazon.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal · 4 evals
+1 0 −1 HN
Audit Trail 8 entries
2026-03-05 21:26 eval_success PSQ evaluated: g-PSQ=0.050 (3 dims) - -
2026-03-05 21:26 eval Evaluated by llama-4-scout-wai-psq: +0.05 (Neutral)
2026-03-05 21:17 eval_success PSQ evaluated: g-PSQ=-0.258 (3 dims) - -
2026-03-05 21:17 eval Evaluated by llama-3.3-70b-wai-psq: -0.26 (Mild negative)
2026-03-02 09:51 eval_success Lite evaluated: Mild positive (0.10) - -
2026-03-02 09:51 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive)
reasoning
Editorial stance on a personal experience with a scam
2026-03-02 09:51 eval_success Lite evaluated: Mild positive (0.10) - -
2026-03-02 09:51 eval Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive)
reasoning
Consumer warning editorial