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Napalys Klicius

As seen in: The GitHub Blog
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Articles

How we make AI coding more cost efficient without sacrificing task quality

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By Erik Kristensen, Napalys Klicius
| The GitHub Blog
Home / AI & ML / GitHub Copilot Why shorter outputs can cost more, and how GitHub Copilot reduces wasted work across the complete coding task. & September 2, 2026 | 11 minutes Share: Output quality is important when working with AI coding agents, but true efficiency comes from getting work done quickly, efficiently, and with the right context. That’s why token count of individual interactions alone isn’t a meaningful measure of efficiency.
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Better tools made Copilot code review worse. Here’s how we actually improved it.

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By Napalys Klicius
| The GitHub Blog
Home / AI & ML / GitHub Copilot How migrating Copilot code review to shared Unix-style code exploration tools reduced review cost by reshaping agent workflows around pull request evidence. July 10, 2026 | 9 minutes Share: Give an agent better tools and it should do better work. That’s the instinct, anyway. When you open a pull request, Copilot code review reads the diff and explores the surrounding code to find the problems that matter before they ship.
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