# AI x Production: coding agents, MCP and autofix

> Giving coding agents production context, letting AI open fixes safely, and building software that operates itself.

2 articles
Canonical: https://polylane.com/series/ai-x-production/

1. [How to use Claude Code to debug production issues](https://polylane.com/learn/ai-in-production/how-to-use-claude-code-to-debug-production-issues/): Debug production issues with Claude Code: get logs and traces into the session, test hypotheses against evidence, stay read-only and ship a verified fix.
2. [How to keep AI coding agents from breaking production](https://polylane.com/learn/ai-in-production/how-to-keep-ai-coding-agents-from-breaking-production/): Stop AI coding agents breaking production: scoped credentials, branch protection they can't bypass, required checks that block, and production-aware review.

Get started with one command: `curl -fsSL https://polylane.com/setup | bash` installs the CLI, connects your coding agents, and creates the account.