I am well-equipped to debug and validate your existing codebase, ensuring functionality and accuracy within the given deadline. My approach will focus on resolving errors, optimizing performance, and providing a detailed validation report to meet industry standards.
For **Task 1**, I will identify and fix runtime errors, address integration issues, and resolve dependency conflicts. I will verify data flow between models and ensure smooth integration with **CRYSTALS-Kyber**. Additionally, I will optimize memory usage, improve performance, and enhance error handling to deliver a robust and reliable system.
For **Task 2**, I will provide a comprehensive validation report analyzing fraud detection accuracy, false positive/negative ratios, and adversarial robustness. I will validate quantum operation timing and privacy metrics to confirm alignment with expected standards. Statistical testing will be performed to ensure ensemble model improvements are significant and realistic for financial systems.
With expertise in **Python**, **PyTorch**, **LSTM**, and **Isolation Forest**, as well as experience in **cryptographic systems** like CRYSTALS-Kyber, I will ensure the code is fully debugged and validated. The results will meet financial security and performance benchmarks while adhering to your strict timeline. Let me know when I can begin.