Shell-Based Python Fallback

When to Use

Use this fallback pattern when:

• execute_code_sandbox returns 'unknown error'
• read_file returns 'unknown error' for supported formats
• You need to process documents, analyze data, or read files programmatically

Core Technique

Run Python code through run_shell using a heredoc. This bypasses sandbox execution issues while maintaining Python's full capabilities for file I/O and data processing.

Basic Pattern