Ship an AI Agent That Automates a Real Workflow in 30 Days

Claude might provide overly pedantic, noisy, or hallucinated code review comments, frustrating developers.

Use strict system prompts. Instruct Claude to only comment on critical issues and provide a 'Confidence Score' threshold before posting.

Large Pull Requests might exceed Claude's context window or GitHub API payload limits.

Implement a filter in your code to ignore auto-generated files (like package-lock.json) and truncate diffs if they exceed a certain token limit.

PaaS deployment may fail due to port binding issues or missing dependencies.

Ensure you have a requirements.txt or Pipfile, and use a standard production server like Uvicorn or Gunicorn bound to the $PORT environment variable.