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Simulate Acquisition Case and Adaptive Budgeting

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Linked challenge: M&A Due Diligence: LangGraph & OpenAI o3 with MCP for Financial Analysis

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Linked challenge
M&A Due Diligence: LangGraph & OpenAI o3 with MCP for Financial Analysis

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Present a hypothetical acquisition case study, including public company financials and a challenging market outlook. Prompt your LangGraph system to perform due diligence. Design an adaptive thinking budget mechanism that allocates more OpenAI o3 resources to the 'Risk Assessment' node if initial financial analysis indicates significant debt, demonstrating adaptive resource management.

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.