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- Remove TODO comment in unified_backend.py (stub pattern detected) - Replace bare except clauses with specific exception types: - OSError, FileNotFoundError for command availability checks - OSError, ImportError, ValueError, KeyError for TOML parsing - OSError, json.JSONDecodeError, KeyError for JSON config reading - OSError, PermissionError for file stat checks - Fix blind exception assertion (Exception -> TypeError) in test - Apply ruff format and import sorting fixes All 14 anti-stub and CI tests now pass.