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#MCP and tool calling

All collected and published items, ordered by time. Picks are a selected subset.
Opinion

Viewpoints, commentary, analysis, interviews, and discussion of trends.

10/15Thu
10/1Thu
  1. TechCrunch · AI40

    Airbnb CEO Brian Chesky: AI agents need their own operating system

    Airbnb launched AI search in its fall update this week. CEO Brian Chesky says chatbots are not suited to e-commerce, and the company will explore multiplayer AI interfaces over the next three to six months. He believes the industry lacks an operating system truly built for AI: AI should run at the kernel level. Airbnb plans to make its app more agentic and connect it to other agents through MCP.

9/29Tue
9/25Fri
  1. GitHub Blog · AI & ML38

    GitHub Copilot's canvas: when chat is no longer the right AI interface

    The GitHub Copilot app has introduced canvas, a full-stack mini-app that runs inside the app without a browser shell, can communicate in both directions with the Copilot agent, and can call third-party APIs or run code locally. The company argues that chat is a general-purpose fallback, while a canvas can be a better fit when users have a specific task. For example, a SQLite canvas can operate on a database directly instead of having an agent repeatedly spend tokens on actions such as “stage and commit.”

9/21Mon
9/18Fri
  1. GitHub Blog · AI & ML22

    GitHub Podcast unpacks AI hot takes: should you read code, is RAG dead, and did Skills kill MCP?

    The latest GitHub Podcast examines five popular AI claims. AI-generated code still needs to be read and owned, with review effort scaled to risk; Skills and MCP address different needs, with Skills packaging team expertise and MCP standardizing connections to tools and data; and RAG is not dead, since it can coexist with agents, Skills, and MCP in one workflow. The episode also discusses judging AI fluency in hiring and how fine-tuning needs can signal codebase maintainability problems.

6/24Wed
  1. Andrej Karpathy · X62

    Karpathy on Claude Tag: the third paradigm shift in LLM interaction

    Anthropic has introduced Claude Tag, letting Claude join Slack as a team member with access to designated channels and tools; users can delegate tasks by mentioning it. Karpathy calls this the third major redesign of the LLM interface: first came visiting websites, then downloading apps, and now an autonomous, persistent, asynchronous entity with organization-wide tools and context working alongside human teams. He says this requires deep engineering across tools, integrations, compute environments, memory, and security, but is achievable.