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 — 0.73 — —
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 0.90 0.00 AI Technology
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.90 0.00 AI model evaluation
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 “Car Wash” test with 53 models (opper.ai)
371 points by felix089 10 days ago | 446 comments on HN ~lite vlite-2.0
Summary ~lite
The article discusses a test of 53 AI models with a car wash scenario, evaluating their reasoning abilities.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal · 5 evals
+1 0 −1 HN
Audit Trail 25 entries
2026-03-05 09:54 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-05 09:54 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive)
2026-03-05 09:47 eval_success PSQ evaluated: g-PSQ=0.038 (3 dims) - -
2026-03-05 09:47 eval Evaluated by llama-3.3-70b-wai-psq: +0.04 (Neutral)
2026-02-28 07:02 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 07:02 rater_validation_warn Light validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 07:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech tutorial
2026-02-28 06:57 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 06:57 rater_validation_warn Light validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 06:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
ED, neutral tech tutorial
2026-02-28 06:47 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 06:47 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 06:47 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical blog post on AI models
2026-02-26 18:16 dlq Dead-lettered after 1 attempts: “Car Wash” test with 53 models - -
2026-02-26 18:15 dlq Dead-lettered after 1 attempts: “Car Wash” test with 53 models - -
2026-02-26 18:12 dlq Dead-lettered after 1 attempts: “Car Wash” test with 53 models - -
2026-02-26 18:12 dlq Dead-lettered after 1 attempts: “Car Wash” test with 53 models - -
2026-02-26 18:09 dlq Dead-lettered after 1 attempts: “Car Wash” test with 53 models - -
2026-02-26 18:08 dlq Dead-lettered after 1 attempts: “Car Wash” test with 53 models - -
2026-02-26 18:08 dlq Dead-lettered after 1 attempts: “Car Wash” test with 53 models - -
2026-02-26 18:07 credit_exhausted Credit balance too low, retrying in 270s - -
2026-02-26 18:06 dlq Dead-lettered after 1 attempts: “Car Wash” test with 53 models - -
2026-02-26 18:06 dlq Dead-lettered after 1 attempts: “Car Wash” test with 53 models - -
2026-02-26 18:06 dlq Dead-lettered after 1 attempts: “Car Wash” test with 53 models - -
2026-02-26 18:06 dlq Dead-lettered after 1 attempts: “Car Wash” test with 53 models - -