feat: referee-round benchmarks (reference evidences, injection and recovery,...

feat: referee-round benchmarks (reference evidences, injection and recovery, curved-problem steps, 1e6-point run); keep CLAUDE.md local

Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>