a5c-ai 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"]
}