Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.90 0.00 No human rights theme
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 0.90 0.00 Technology
Section @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-4-scout-17b-16e-instruct lite Delta
Preamble ND ND
Article 1 ND ND
Article 2 ND ND
Article 3 ND ND
Article 4 ND ND
Article 5 ND ND
Article 6 ND ND
Article 7 ND ND
Article 8 ND ND
Article 9 ND ND
Article 10 ND ND
Article 11 ND ND
Article 12 ND ND
Article 13 ND ND
Article 14 ND ND
Article 15 ND ND
Article 16 ND ND
Article 17 ND ND
Article 18 ND ND
Article 19 ND ND
Article 20 ND ND
Article 21 ND ND
Article 22 ND ND
Article 23 ND ND
Article 24 ND ND
Article 25 ND ND
Article 26 ND ND
Article 27 ND ND
Article 28 ND ND
Article 29 ND ND
Article 30 ND ND
0.00 Speeding up PyTorch inference on Apple devices with AI-generated Metal kernels (gimletlabs.ai)
187 points by nserrino 177 days ago | 30 comments on HN | Neutral ~lite vlite-1.4
Summary ~lite No human rights theme Neutral
Tech blog on AI optimization
EQ 0.50
SO 0.50
TD 0.50
Lite evaluation by llama-3.3-70b-wai · editorial channel only · no per-section breakdown available
Audit Trail 17 entries
2026-02-28 08:48 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 08:48 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
2026-02-28 08:48 rater_validation_warn Light validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 08:42 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 08:42 rater_validation_warn Light validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 08:42 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
2026-02-28 08:35 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 08:35 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
2026-02-28 08:35 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-26 06:07 dlq Dead-lettered after 1 attempts: Speeding up PyTorch inference on Apple devices with AI-generated Metal kernels - -
2026-02-26 05:49 credit_exhausted Credit balance too low, retrying in 276s - -
2026-02-26 05:35 dlq Dead-lettered after 1 attempts: Speeding up PyTorch inference on Apple devices with AI-generated Metal kernels - -
2026-02-26 05:26 dlq Dead-lettered after 1 attempts: Speeding up PyTorch inference on Apple devices with AI-generated Metal kernels - -
2026-02-26 05:25 credit_exhausted Credit balance too low, retrying in 268s - -
2026-02-26 05:15 credit_exhausted Credit balance too low, retrying in 286s - -
2026-02-26 05:08 dlq Dead-lettered after 1 attempts: Speeding up PyTorch inference on Apple devices with AI-generated Metal kernels - -
2026-02-26 04:57 credit_exhausted Credit balance too low, retrying in 289s - -