Python Development (3.14+)

Core Principles

• Stdlib first: External deps only when justified
• Type hints everywhere: All functions, all parameters
• Explicit over implicit: Clear is better than clever
• Fail fast: Raise early with informative errors

Toolchain

uv           # Package management (not pip/poetry)
ruff         # Lint + format (not flake8/black)
pytest       # Testing
mypy         # Type checking

Quick Patterns

Type Hints

def process_users(users: list[User], limit: int | None = None) -> list[Result]:
    ...

async def fetch_data(url: str, timeout: float = 30.0) -> dict[str, Any]:
    ...

Dataclasses

from dataclasses import dataclass, field

@dataclass
class Config:
    host: str
    port: int = 8080
    tags: list[str] = field(default_factory=list)

Pattern Matching

match event:
    case {"type": "click", "x": x, "y": y}:
        handle_click(x, y)
    case {"type": "key", "code": code}:
        handle_key(code)
    case _:
        raise ValueError(f"Unknown event: {event}")

Python 3.14 Features

• Deferred annotations: No more from __future__ import annotations
• Template strings (t””): t"Hello {name}" returns Template object
• except without parens: except ValueError, TypeError:
• concurrent.interpreters: True parallelism via subinterpreters
• compression.zstd: Zstandard in stdlib
• Free-threaded build: No GIL (opt-in)

References

• PATTERNS.md – Code patterns and style
• CLI.md – CLI application patterns
• TESTING.md – Testing with pytest

Tooling

uv sync                    # Install deps
ruff check --fix .         # Lint and autofix
ruff format .              # Format
pytest -v                  # Test
mypy .                     # Type check