mitigation strategies

Practical Bash-first playbook for AI incident postmortems: install jq, sysstat, auditd, sqlite3, ripgrep and git; freeze incidents with a reusable script that snapshots env, logs, containers and models; rebuild timelines and correlate resource spikes; enforce deterministic repros with seeds/flags; diff configs, images and data for drift; then harden CI/CD with canaries, signing, resource/security guards, and a postmortem template—proven by real-world wins.