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

Clawdbot: Empower Your Own Powerful AI Assistant on Azure

With the rapid development of generative AI and intelligent agents, self-hosted intelligent systems are gaining increasing attention from developers and technical teams. Clawdbot is one such open-source, self-hostable personal AI assistant. It not only engages in conversation with users but also executes tasks, integrates with messaging platforms, provides automation capabilities, and can be deployed on cloud platforms like Azure. This article will step-by-step introduce Clawdbot’s capabilities, architecture, and how to deploy and start using it on Microsoft Azure....

January 25, 2026 · 4 min

Fara-7B: Microsoft's Efficient Agentic Model for Computer Use

Microsoft Research recently released Fara-7B, an Agentic Small Language Model (SLM) designed specifically for Computer Use. Unlike traditional chat models, Fara-7B is designed to complete tasks by using a mouse and keyboard just like a human. What is Fara-7B? Fara-7B is a 7 billion parameter model built on Qwen2.5-VL-7B. Its key features include: Visual Perception: It operates by visually perceiving web pages (screenshots), without relying on Accessibility Trees or additional parsing models....

November 28, 2025 · 3 min