Noq: n0's new QUIC implementation in Rust
n0 has released noq, a standalone QUIC implementation in Rust featuring multipath support and NAT traversal capabilities that previously powered iroh. The project evolved from a maintained fork of Quinn into an independent codebase as the specific architectural requirements—particularly around multipath communication and NAT handling—diverged too substantially to remain upstream-compatible. The implementation represents the first production-grade QUIC NAT traversal solution and is designed as a general-purpose library beyond iroh's specific use case.
GitHub for Beginners: Getting started with GitHub Actions
GitHub Actions is a crucial automation tool for modern developers, and Kedasha, a Developer Advocate at GitHub, shares her expertise to help newcomers learn and implement these workflows effectively. Her experience-driven approach to tech education emphasizes accessibility and practical application for developers at any skill level.
The era of “AI as text” is over. Execution is the new interface.
The focus of AI development has shifted from discussing theoretical capabilities to emphasizing practical execution and real-world application. Rather than celebrating what AI can generate in text form, the industry now prioritizes AI systems that integrate seamlessly into development workflows and deliver measurable results. Success in this new era depends on reliability and tangible impact rather than impressive demonstrations.