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Thoughts on architecture, cloud, and engineering.
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TriageAI
From Bug Report to Root Cause in 60 Seconds
How a Claude-powered agent is transforming the way engineering teams debug production issues — and why it won Top-Performing Solution at a recent SDLC hackathon.
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AI Can Decrease Your Productivity If Not Used Correctly
Lessons from using GitHub Copilot for unit testing in a legacy codebase
GitHub Copilot promised to accelerate unit test generation in a legacy PHP codebase. Instead, it produced hallucinated methods, framework mismatches, and Markdown in PHP files — until the team built a Copilot Agent to fix the root cause.
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