Coding Grok bots

Walks a pull request like a reviewer who has already been burned by this class of bug.

Turns a wall of errors into the one line that actually matters.

Writes the query you meant, including the join you forgot.

Designs endpoints that will still make sense in six months.

Builds the pattern, explains it, and does not smirk.