AI Programming Enters the Skill Era: From Prompts to the Leap Toward Capability Packaging

Over the past year, the mainstream way developers interact with AI for programming has gone through a clear evolution: Prompt -> Prompt Engineering -> Context Engineering -> Skill (Capability Packaging) If a prompt is a one-off invocation of model capability, then a Skill is essentially a reusable intelligent capability module. It enables AI to evolve from “answering questions” to “executing tasks.” This article will systematically explain: What a Skill means in the context of AI programming The fundamental difference between a Skill and a prompt How to apply Skill thinking in VS Code + GitHub Copilot Chat Real engineering-level examples What Is a Skill?...

April 22, 2026 · 5 min

Quickly Configure the Latest Gemini 3 Pro Model for Github Copilot to Accelerate Development Experience

As AI coding assistants continue to evolve, GitHub Copilot keeps introducing more powerful models for developers to choose from. Recently, GitHub Copilot announced support for Google’s latest Gemini 3 Pro model (Preview). As a developer who uses Copilot daily, I tried it out immediately and found it surprisingly good at logical reasoning and long context understanding. In this post, I’ll guide you through switching to Gemini 3 Pro in VS Code and share some of my insights....

November 20, 2025 · 3 min