Developed an autonomous bug fixing system achieving a 32% success rate on software engineering benchmarks at $0.46 per task. The system features:

• Smart file retrieval using semantic search
• Precise bug localization
• Automated patch generation
• Comprehensive validation pipeline

Read the detailed blog post for technical insights and implementation details.