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Add missing type annotations to benchmark.py context managers, event handlers, LoadedCases iteration methods, and fix union-attr on BaseLLM. Fix no-any-return errors in agent_tui.py and make action_quit async to match the Textual App supertype. Add type annotations to _BenchmarkLiveProgress methods in cli.py and fix icon redefinition. Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>