autonomous remediation

AI in DevOps gets practical with a Bash-first approach: use curl, jq and your LLM to turn noisy logs into incident summaries, draft conventional commits/PRs, answer system runbook questions with environment context, and auto-propose ShellCheck-guided patches—without heavy tooling. Benefits: faster MTTR, clearer reviews, safer automation; keep humans in the loop, log prompts, limit blast radius, and redact secrets.