Shift-left DevOps for AI agents. Run governance, validation, and automation at the moment code is written — not after it hits CI/CD.
AI agents write code at machine speed. They can refactor seventeen files in ninety seconds. By the time your CI pipeline catches a bug, the agent has already moved on to the next hundred changes.
Traditional DevOps catches problems too late:
| Stage | Feedback Delay | Agent Has Already... |
|---|---|---|
| PR Review | Hours to days | Moved to next feature |
| CI Pipeline | Minutes | Changed 50 more files |
| Pre-commit hooks | Seconds | Made 10 more edits |
Agentic DevOps shifts validation to the exact moment of creation — before code even exists on disk.
Intercept agent actions in real-time using hooks. When an AI agent tries to edit a file, make a commit, or run a command, your workflows execute before or after the action:
Agent: "Edit .env file"
│
▼
preToolUse hook ──→ Workflow: "Block .env edits"
│ │
│ exit 1
│ │
▼ ▼
DENIED ◄────────────── Workflow fails
│
Agent receives
feedback, adjusts
DevOps was invented to enable speed, not slow it down. Agentic DevOps is the same — let agents move fast, but catch mistakes instantly.
Don't wait for CI. Don't wait for PR review. Validate at the exact moment code is being written.
When a workflow blocks an action, the agent sees the failure immediately and can self-correct — all within the same session.
If you can write a GitHub Actions workflow, you can write an agent governance workflow.
name: Protect Secrets blocking: true on: file: paths: ['**/*.env*', '**/secrets/**', '**/*.pem'] types: [edit, create] steps: - run: | echo "❌ Cannot modify sensitive files" exit 1
name: Lint TypeScript on: file: lifecycle: post paths: ['**/*.ts'] types: [edit] steps: - run: npx eslint "${{ event.file.path }}" --fix
name: Require Tests blocking: true on: commit: paths: ['src/**'] paths-ignore: ['src/**/*.test.*'] steps: - name: Check for test files run: | if ! echo "${{ event.commit.files }}" | grep -q '\.test\.'; then echo "❌ Source changes require accompanying tests" exit 1 fi
name: Secret Detection blocking: true on: file: types: [create] paths: ['**/*.ts', '**/*.js', '**/*.py'] steps: - run: | if grep -E "(password|secret|api_key)\s*=" "${{ event.file.path }}"; then echo "❌ Hardcoded credentials detected" exit 1 fi
A GitHub CLI extension that implements agentic DevOps for GitHub Copilot.
# Install gh extension install htekdev/gh-hookflow # Initialize in your repo gh hookflow init # Create workflows in .github/hookflows/
Features:
- GitHub Actions-like YAML syntax
- Expression engine with
${{ }}support - Pre and post lifecycle hooks
- Blocking and non-blocking modes
- Cross-platform (Windows, macOS, Linux)
- Agentic DevOps: The Next Evolution of Shift Left
- Agent Hooks: Controlling AI in Your Codebase
- Test Enforcement Architecture for AI Agents
Have a pattern that works well? Found a tool that implements agentic DevOps? Open a PR!
MIT