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 ## Dev environment tips
 - use treefmt to format all files
 - make python code ruff compliant
 - use pytest to test python code
 - always use the minimum amount of complexity
 - if judgment calls are easy to reverse make them. if not ask me first
 - Match existing code style.
 - Use builtin helpers getenv() over os.environ.get.
 - Prefer single-purpose functions over “do everything” helpers.
 - Avoid compatibility branches like PG_USER and POSTGRESQL_URL unless requested.
 - Keep helpers only if reused or they simplify the code otherwise inline.