micro-optimizer

Micro-Optimizer Skill

Purpose

Apply language-specific micro-optimizations to squeeze maximum performance from competitive programming solutions.

Capabilities

• C++ optimization tricks (fast I/O, pragma optimizations)
• Python optimization (PyPy hints, list comprehensions)
• Memory layout optimization
• Vectorization opportunities
• Compiler-specific optimizations

Target Processes

• code-level-optimization
• io-optimization
• memory-optimization

Optimization Catalog

C++ Optimizations

• Fast I/O: ios_base::sync_with_stdio(false)
• Pragma optimizations: #pragma GCC optimize
• Inline expansion
• Loop unrolling
• Memory prefetching

Python Optimizations

• Use PyPy when possible
• List comprehensions over loops
• Local variable caching
• __slots__ for classes
• Avoiding global lookups

General Optimizations

• Branch prediction hints
• Cache-friendly data layout
• Avoiding unnecessary copies
• Bit manipulation tricks

Input Schema

{
  "type": "object",
  "properties": {
    "code": { "type": "string" },
    "language": {
      "type": "string",
      "enum": ["cpp", "python", "java"]
    },
    "optimizationLevel": {
      "type": "string",
      "enum": ["safe", "aggressive", "maximum"]
    },
    "preserveReadability": { "type": "boolean", "default": true }
  },
  "required": ["code", "language"]
}

Output Schema

{
  "type": "object",
  "properties": {
    "success": { "type": "boolean" },
    "optimizedCode": { "type": "string" },
    "appliedOptimizations": { "type": "array" },
    "expectedSpeedup": { "type": "string" },
    "warnings": { "type": "array" }
  },
  "required": ["success", "optimizedCode"]
}