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Why AI Agents Need Better Security Tools, Not Careful Developers

As AI agents write more code, GitHub's data reveals developers aren't getting careless. But our security infrastructure needs to evolve faster than our code creation.

AI Agents Are Writing Code Faster Than We Can Secure It

One in three GitHub pull requests now involves AI agents. We need to rethink how we approach security when code creation outpaces human review.

AI is Writing Code Faster Than We Can Secure It

One in three GitHub PRs now involves AI agents. But our security practices haven't scaled. Here's why that matters for developers.

Docker's Agent Sandbox Strategy: What Developers Need to Know

Docker's new Cloud Sandboxes and Kit specification represent a fundamental shift in how we deploy and govern AI agents. Here's what it means for your workflow.

ReviewBench: How GitHub is Standardizing AI Code Review

ReviewBench brings rigor to evaluating code review agents. What this means for how we'll build and ship software at scale.

Inside SIG Apps: How Kubernetes Workload Management is Evolving

Janet Kuo and Maciej Szulik discuss the future of Kubernetes workload controllers, AI resilience challenges, and what's next for the platform.

Meta Opens Muse to Builders: DIY AI Agents Are Here

Meta open-sourced Muse, letting developers build custom AI gadgets on ESP32 and Raspberry Pi. What this means for the future of edge AI.

Meta Open Sources Muse: Build Your Own AI Agent Hardware

Meta releases open source Muse AI agent SDKs for ESP32 and Raspberry Pi, letting developers build custom smart home gadgets. What this means for the future of AI hardware.

Open TTS Leaderboard: How Objective Metrics Are Finally Catching Up to Voice AI

The Open TTS Leaderboard tackles TTS evaluation fragmentation with objective metrics, making model comparison faster and more accessible than arena-based voting.

Docker Sandboxes Give AI Agents Real Isolation, Not Just Containers

Docker's new Sandbox Kits and Cloud Sandboxes create reproducible, isolated environments for AI agents. Here's why that matters for the future of autonomous workflows.

Holo4: The Multi-Interface Agent That Actually Works

New agentic models that seamlessly switch between GUIs, APIs, and code. Why this matters for real business automation.

How SIG Apps is Reshaping Kubernetes for AI and Beyond

Inside the Special Interest Group maintaining Kubernetes core workload APIs, and why their evolution matters for the future of cloud infrastructure.

Open Source Methodologies Are Reshaping How Enterprises Build Software

Open source practices are moving beyond hobby projects into enterprise development. Here's why that matters for how teams ship code at scale.

Docker Sandboxes Give AI Agents Real Boundaries

Docker's new Sandbox Kits and Cloud Sandboxes create reproducible, isolated environments for AI agents. Here's why that matters for the future of autonomous tooling.

Building Fast Diff Surfaces: How GitHub Handles Million-Line Pull Requests

Inside the architecture behind rendering massive pull requests with hundreds of comments performantly. A deep dive into virtualization, geometry, and engineering trade-offs.

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