@felix_ved: Anthropic is shifting how agents interact with Model Context Protocol servers using code execution. Instead of pre-loading every tool definition into the context window, this method treats tools like a software standard library that the agent discovers progressively. The architecture works through file system abstraction. An agent lists the available servers directory to find what it needs, then reads specific tool definition files to understand the interface and writes code to call the MCP tools. This is particularly powerful for data-heavy tasks. In the engineering logs, Anthropic showed how an agent can write a script to filter a 10,000-row spreadsheet within the execution environment, returning only the relevant rows to the context window. This shifts the heavy lifting from the LLM reasoning capabilities to deterministic code execution, allowing for joins across multiple data sources and complex aggregations without context bloat. #mcp #anthropic #aiengineering #llm #developer #generativeai #softwareengineer #coding #typescript #python

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Saturday 22 November 2025 08:30:30 GMT