Automate MinMax Scenario Runs and Leaderboard

[ChathurangiShyalika]

Description
Run all MinMax scenarios automatically and generate a leaderboard.

Scenario set:

• 30 scenarios from @ChathurangiShyalika
• 35 scenarios from @Miao900
• Total: 65 scenarios

Methods to evaluate: directLLM, sttiup_agent

Tasks

1. Combine all 65 scenarios into one scenario registry/file.
2. Add automated runner for MinMax scenarios.
3. Run each scenario with directLLM and sttiup_agent.
4. Save outputs, final answers, and trajectories where applicable.
5. Score each run using the same evaluation process as before.
6. Aggregate results by method.
7. Generate leaderboard in CSV/Markdown.

Expected Flow
scenarios → automated runs → saved outputs/trajectories → scoring → leaderboard

Acceptance Criteria

• All 65 scenarios run automatically.
• Both methods are evaluated.
• Scores are generated per scenario.
• Final leaderboard compares directLLM vs sttiup_agent.

[DhavalRepo18]

@ChathurangiShyalika can you assign the issue?

[DhavalRepo18]

#384