add compare_agents.py: 4-way benchmark (Random/Heuristic/SFT/GRPO)

fix: sanitize numpy/pandas types in submit_solution JSON serialization

v3: benchmark results, final report, agent/eval improvements, smoke test fixes

v2: curriculum scheduling, SFT pipeline, reward redesign, agent guide

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initial commit