https://williamresearch.com/tags/mcp/Recent content in MCP on Research LogsHugoen-USFri, 10 Apr 2026 00:05:00 +0700https://williamresearch.com/posts/decoding-ai-skills-without-the-hype/Fri, 10 Apr 2026 00:05:00 +0700https://williamresearch.com/posts/decoding-ai-skills-without-the-hype/<h2 id="the-hook-why-skills-sound-smarter-than-they-are">The Hook: Why &ldquo;Skills&rdquo; Sound Smarter Than They Are</h2> <p>The current discourse around AI &ldquo;skills&rdquo; is noisy for a simple reason: the word sounds like capability, progress, even a form of learning. That framing is convenient for demos and marketplaces. It is also misleading.</p> <p>From a systems perspective, a skill is not intelligence. It is not a new reasoning engine. It is not proof that the model has learned a reusable capability in the way engineers usually mean learning. In practice, a skill is a structured way to constrain how a model receives instructions, how it decides the next step, and which tools it is allowed to call.</p>