Morph: Fast Apply

Morph: Fast Apply, provided by morph, is a specialized code-patching LLM designed to merge AI-suggested edits into source files. Created on June 26, 2025, it boasts an impressive application speed of 4000+ tokens per second. The model consistently ranks among the fastest, achieving an "Infinityth percentile" in speed across five benchmarks, indicating exceptional performance in this area. Price data is unavailable, suggesting potential free-tier usage. However, a significant weakness lies in its reliability, which is critically low (0th percentile), experiencing frequent technical failures that severely impact usability. Benchmark results across various categories—Coding, Email Classification, Reasoning, Ethics, and General Knowledge—show a consistent 0.0% accuracy. This indicates that while the model is designed for code patching, it fails to produce correct outputs in general knowledge, reasoning, and classification tasks, likely due to its specialized nature and/or the high rate of technical failures. Its strength is clearly its speed in its intended application, but its current unreliability and inability to perform accurately on general benchmarks are major limitations.