Test Iterative Code Improvement and Budgeting

Provide a challenging code generation task with initial security flaws. Run your DSPy agent through its generation and refinement cycle. Submit logs demonstrating the iterative improvements, the use of MCP tools, and how adaptive reasoning budgets are utilized to manage the number of refinement steps until the code is deemed secure by the simulated static analyzer.