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KUMA 0.3.3
Optional patch release.
- Improve compatibility with bounded optional Judge capability advertisements while keeping Evidence validation strict.
- Check built-in Official Case/Judge configuration before Case generation.
- Add difficulty D0/D1/D2: zero problems, one obvious low-intensity problem, or two subtler/composed problems requiring stronger recognition, recovery and verification. D1 remains the default and preserves previous request identity. max_steps remains an upper bound; difficulty does not change Judge severity or promise a measured failure rate.
- Clarify container upgrades and installation environment checks.
Custom providers and saved Cases remain unchanged. No automatic upgrade or paid retry is introduced. Install once PyPI publishing completes with: python -m pip install --upgrade kuma-defuzex==0.3.3
Source: PR #119. Full notes: https://github.com/DefuzeX-AI/KUMA-DefuzeX/blob/v0.3.3/docs/releases.md