Agile V Skills addresses a critical gap in AI-assisted software development: ensuring that AI-generated code is independently verified and traceable to requirements, rather than relying on the same AI agent to both write and test code (which introduces confirmation bias).
Vite+ is a new open-source MIT-licensed unified web development toolchain that consolidates Vite, Vitest, Oxlint, Oxfmt, and Rolldown into a single CLI tool with integrated task running, Node.js/package manager management, and significantly faster performance (1.6-7.7× faster builds, 50-100× faster linting).
This article introduces golden sets—structured regression testing frameworks for probabilistic AI workflows that combine representative test cases, explicit scoring rubrics, and versioned evaluation contracts to detect regressions across prompt, model, retrieval, and policy changes before production impact.
This article examines NASA's software architecture principles for space missions, emphasizing how redundancy, fault-recovery mechanisms, and extensive testing enable spacecraft to survive hardware failures and operate autonomously millions of miles from Earth. Real historical examples (Voyager 2, Apollo 11, Opportunity, Curiosity) demonstrate how recovery-oriented design and the ability to remotely update software have extended mission lifespans and prevented mission failures.