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Test Iterative Code Improvement and Budgeting
Inspect the original prompt language first, then copy or adapt it once you know how it fits your workflow.
Linked challenge: Agent for Advanced Secure Code Synthesis
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Linked challenge
Agent for Advanced Secure Code Synthesis
Prompt source
Original prompt text with formatting preserved for inspection.
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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.
Adaptation plan
Keep the source stable, then change the prompt in a predictable order so the next run is easier to evaluate.
Keep stable
Preserve the rubric, target behavior, and pass-fail criteria as the baseline for evaluation.
Tune next
Adjust fixtures, mocks, and thresholds to the system under test instead of weakening the assertions.
Verify after
Make sure the prompt catches regressions instead of just mirroring the happy-path examples.