Code Style

Imports

• Top-level only — no local/inner imports. Move all imports to the top of the file.

Typing

• No duck typing — avoid hasattr, getattr, isinstance for type dispatch. Use proper typed interfaces, unions, or protocols.
• Pydantic models over dataclass, namedtuple, or raw dict for structured data.
• No linter suppressors — avoid # type: ignore, # noqa, # pyright: ignore etc. 99% of the time the right fix is fixing the type/code, not silencing the tool.

Code Structure

• List comprehensions over manual loop-and-append.
• Early return — guard clauses first, avoid deep nesting.
• Flatten inline — prefer short, concise expressions. Reduce if/else chains with direct returns or ternaries when readable.
• Modular functions — break complex logic into small, focused functions rather than long blocks with nested conditionals.