Show HN: My Bytecode Optimizer Beats Copilot by 2X
9 months ago
- #AI
- #Machine Learning
- #Code Optimization
- Specialized tool SuperVM outperforms general-purpose models like GPT4o and Sonnet in optimizing bytecode and machine code.
- SuperVM uses deterministic systems and formal proofs for optimization, unlike LLMs that rely on statistical systems.
- In an experiment with a simple fractal generator, SuperVM achieved 99.8 FPS, significantly higher than GPT4o (49.3 FPS) and Sonnet (39 FPS).
- SuperVM compiles code in seconds, while Copilots take minutes.
- SuperVM's optimizations include proving loops side-effect-free and parallelizing them with order-preserving queues.
- The experiment highlights the complementary strengths of LLMs (code creation) and specialized tools like SuperVM (code optimization).
- Future plans include testing SuperVM on general benchmarks and inference serving optimizations.