Tokonomics 8.0.0 is a Visual Studio Code extension that optimizes AI-assisted development by reducing context payload size by up to 75% through code skeletonization and dependency pruning, helping developers avoid rate limits. It provides a dashboard for token usage tracking, supports 14+ programming languages, and integrates with Claude and other AI providers through official CLI subscriptions.
A developer working on steve, a system-wide jobserver for Gentoo, discusses common bugs and design flaws in jobserver client implementations discovered since November 2025. Key issues include clients failing to release tokens on errors or signals, inadequate error handling in tools like GCC, and overzealous file type checks that prevent compatibility with alternative jobserver implementations using character devices or FUSE.