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- Use more precise type annotations with Sequence and Mapping for task entities. - Ensure raw_prompt is assigned properly after replacement in advanced prompt transform. - Remove unused generator return type from _fetch_context method. - Refactor tool node file handling to retrieve more comprehensive file attributes, ensuring file existence validation in the database.