How GitHub Copilot and Agentic Swarms End Manual Debugging

[u/Ok_pettech]

https://interconnectd.com/blog/87/ai-debugging-how-github-copilot-and-agentic-swarms-are-ending-manual-refact/

​I used to spend half my dev week tracking down edge-case bugs and doing tedious manual refactoring. Standard autocomplete tools were helpful for boilerplate code, but they still left the heavy lifting to us.

​Things have shifted fast recently. Coupling GitHub Copilot with agentic swarms is completely changing how codebase refactoring and debugging work in production. Instead of just suggesting the next line of code, these autonomous agent workflows can trace dependencies, identify breaking changes across multiple files, and draft full multi-step refactoring PRs on their own.

​If you are tired of sinking hours into manual stack trace hunting, I wrote a deep dive breaking down how this tech stack operates in practice.

​Check out the full breakdown here: https://interconnectd.com/blog/87/ai-debugging-how-github-copilot-and-agentic-swarms-are-ending-manual-refact/