Prefer an explicit contract over a raw dict. Use a frozen dataclass when the result is an immutable value object with behavior or stable attributes; use TypedDict when the boundary is intentionally mapping-shaped or JSON-like. Either gives type checking and documented fields, whereas raw dict leaves the contract implicit.
Scanned 9/5/2026
Install to Claude Code
Skills Directorynpx -y skills add HoangNguyen0403/agent-skills-standard --skill python-language --agent claude-codeInstalls into .claude/skills of the current project.
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Prefer an explicit contract over a raw dict. Use a frozen dataclass when the result is an immutable value object with behavior or stable attributes; use TypedDict when the boundary is intentionally mapping-shaped or JSON-like. Either gives type checking and documented fields, whereas raw dict leaves the contract implicit.
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