This commit integrates pip-audit to enforce vulnerability checks in CI. Dependencies with unresolved HIGH/CRITICAL vulnerabilities will block builds unless explicitly allowlisted. The process is documented, with a strict policy to ensure exceptions are trackable and time-limited.