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What Security Researchers Can Teach Us About AI-Powered Development
How top bug bounty researchers use AI as a force multiplier while maintaining rigor, and what this means for developers building with AI tools.
How Security Researchers Think: Finding Exploit Chains Over Individual Bugs
A deep dive into vulnerability research methodology, why exploit chains matter more than single bugs, and how AI is changing security work.
How Security Researchers Think: Lessons from GitHub's Bug Bounty Program
Security researcher @r31n shares their approach to finding vulnerabilities, the role of AI in research, and why mindset matters more than tools.
Security Research in the Age of AI: What Really Matters
An inside look at how top security researchers validate findings, use AI responsibly, and build exploit chains that matter to developers.
Open Health AI Models Are Democratizing Tuberculosis Screening Globally
Google Research's shift from proprietary TB screening tools to open foundation models like MedGemma shows how to scale medical AI equitably while protecting patient data.
Trust is the Missing Ingredient in AI Agent Security
The 2026 Stack Overflow survey reveals only 7% of developers trust AI for important decisions. Here's why Docker's pivot to sandboxes matters for production agents.
Debugging Kubernetes Job Delays with Kueue and Headlamp
A practical guide to troubleshooting pending Jobs in Kueue-managed clusters using Headlamp's new plugin for interactive admission debugging.
Debugging Kueue Workloads in Headlamp: A UI-First Troubleshooting Guide
Learn how the new Headlamp Kueue plugin transforms admission troubleshooting from command-line hunting into a visual, linked investigation through queue resources.
Python 3.15 is here: lazy imports and sampling profilers
Python 3.15 brings lazy imports, new unpacking syntax, and built-in sampling profilers. Here's what matters for developers dropping 3.10 support.
Apertus 1.5 Proves Open Multimodal Models Can Scale Without Proprietary Shortcuts
Apertus 1.5 adds multimodal capabilities to an open 8B and 70B model with full transparency. Here's what the architecture teaches us about open AI development.
Python 3.15 is here: lazy imports and sampling profilers change the game
Python 3.15 brings explicit lazy imports, new profiling tools, and unpacking syntax. Here's what matters for building faster, more maintainable software.
Teaching Copilot Your Codebase Rules
How custom instructions, skills, and agents let you embed your team's standards into GitHub Copilot so it works the way you actually build.
Kubernetes cgroup v2 Migration: Why You Can't Wait Until v1.38
Kubernetes is sunsetting cgroup v1. Here's what developers need to know about the migration timeline, the benefits of v2, and why waiting isn't an option.
Kubernetes Drops cgroup v1: What Developers Need to Know
Kubernetes v1.35 deprecates cgroup v1 by default. Here's what this means for your infrastructure and how to migrate before it's too late.
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.