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Over the past two years, most teams have interacted with AI the same way: provide text input, receive text output, and manually decide what to do next.
But production software doesn’t operate on isolated exchanges. Real systems execute. They plan steps, invoke tools, modify files, recover from errors, and adapt under constraints you define.
As a developer,...
Whether you’re an open-source maintainer or part of an enterprise team, waking up to documentation fixes, new unit tests, and refactoring suggestions can be a true “aha” moment. But automation also raises an important concern: how do you put guardrails on agents that have access to your repository and the internet? Will you be wondering if your agent relied on documentation f...
For the last few months, we’ve been using the GitHub Security Lab Taskflow Agent along with a new set of auditing taskflows that specialize in finding web security vulnerabilities. They also turn out to be ve...
Since our initial launch of Copilot code review (CCR) last April, usage has grown 10X, now accounting for more than one in five code reviews on GitHub.
Behind the scenes, we’ve been running continuous experiments to enhance comment quality. We also moved to an agentic architecture that retrieves repository context and reasons across changes. At every step o...
Across the globe, developer talent is abundant. But what has been historically inequitable is the access to emerging technologies, mentorship, and enablement when those technologies are reshaping the industry. Developers in regions like Africa, South America, and Southeast Asia can build products at scale, yet access to emerging tools and learning pathways often varies by geo...