If you’ve ever debugged a broken CI pipeline at 2 AM, you probably know this feeling: “It works locally, but fails in CI” “What changed since last deploy?” “Why does this script behave differently on another machine?” Shell workflows are powerful, but they have a fundamental problem: they are not reproducible, not observable, and not structured by default . I kept running into the same issues across different projects, so I decided to experiment with a small tool to fix this at the CLI level. The problem: shell workflows are invisible systems Bash and CLI tools are great, but they share a few weaknesses: ❌ No built-in logging Once a command runs, it disappears unless you explicitly log everything. ❌ No reproducibility layer Two developers running the same script can still get different outcomes. ❌ CI/CD setups drift over time YAML configs, scripts, and environment assumptions slowly diverge. ❌ Debugging is mostly guesswork You reconstruct what happened instead of observing it directly.…