Harald Kirschner describes moving VS Code from monthly to weekly releases and argues that faster coding requires changes across the whole delivery system. He discusses agent-ready documentation, reusable skillsAn AI agent skill is a reusable package of instructions, resources, and tool guidance for performing a bounded kind of work. and faster build feedback.
He explains component screenshots, browser-based testing and automated code reviewCode review examines proposed source changes to assess their correctness, clarity and suitability before or around integration. as ways to identify problems before release. AI-assisted issue triage and error analysis provide additional feedbackAn AI feedback loop occurs when AI outputs or their consequences become inputs that influence later model or agent behavior., with human oversightHuman-in-the-loop AI keeps a person involved in reviewing, correcting, approving, or guiding an AI system's work. for agent-generated fixes.
Kirschner also discusses staged rollouts, product evaluationsEvaluation is the systematic assessment of a system's behaviour or results against explicit criteria. and rapid prototyping. His examples emphasize measuring quality and learning from users alongside development speed.
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