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* ci: add dependency audit workflow Add a Security Audit workflow with a dependency-audit job. Push/PR/manual runs pip-audit against a committed --generate-hashes requirements snapshot (.github/security-audit-requirements.txt) for deterministic CI, while the weekly scheduled run resolves the runtime + test dependency set live across the supported Python/OS matrix to surface newly published advisories. A sync gate (.github/scripts/check_security_requirements.py) fails PRs whose dependency inputs changed without refreshing the committed snapshot, so the committed file can't silently drift from pyproject.toml. Assisted-by: Codex (model: GPT-5, autonomous) * ci: split dependency audit schedule matrix Assisted-by: Codex (model: GPT-5, autonomous) * ci: harden dependency audit sync checks Assisted-by: Codex (model: GPT-5, autonomous) * ci: align security workflow python pin Assisted-by: Codex (model: GPT-5, autonomous) * ci: refresh dependency audit baseline Assisted-by: Codex (model: GPT-5, autonomous) * docs: clarify security snapshot audit Assisted-by: Codex (model: GPT-5, autonomous)