Recent security issues with GitHub Actions involved the modification of the tj-actions/changed-files action, which leaked secrets. To mitigate such vulnerabilities, the author recommends pinning versions to explicit commit hashes and introduces a tool called "just an installer" (jas) that verifies downloads using SHA-256 hashes, enhancing the reliability of binary installations in GitHub Actions workflows.