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Rui Xue 721235e8ba3766673fef78026556b927f802fdcb
PIPE-3252: add AGENTS.md and align ruff pre-commit
- Add AGENTS.md defining operational directives, architectural invariants, modern Python standards, and developer guidelines.
- Point .github/copilot-instructions.md to AGENTS.md as the canonical authority for AI assistant instructions.
- Switch .pre-commit-config.yaml to local hooks invoking pixi-managed ruff to guarantee parity across IDE, pre-commit, and agent workflows.