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Open-Sourcing AI Code Detection: How We Built Rules to Detect Claude Code, GitHub Copilot, and Cursor
We built YAML-based detection rules for identifying AI-generated pull requests and open-sourced them. Here's how different AI tools leave fingerprints, which were easy (and hard) to detect, and why this matters for engineering teams.
Tracking AI Coding Tool Usage: Why We Chose Pull Request Detection Over API Integrations
We set out to integrate with Claude Code and GitHub Copilot APIs. We ended up building AI detection into pull requests instead. Here's what we learned about measuring AI adoption in engineering teams.
Structuring GitHub Workflows for Simple, Reliable Deployments
Learn how to structure GitHub Actions workflows for deployment automation, including manual deployments, proper YAML syntax, and why simplicity beats complexity in CI/CD pipelines.
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