Context Engineering - Peter Jonathan Wilcheck
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Context Engineering: Why Relevant Context Beats Clever Prompts for AI Agents

For years, building with language models meant perfecting the words inside a prompt. That era is closing. As AI agents take on multi-step work—researching, calling APIs, writing files, waiting on human approvals—the decisive question is no longer “what should I write?” but “what information should enter the model’s attention at each step?” This is context..

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How the Model Context Protocol (MCP) Connects AI Agents to Your Data

Every AI agent eventually hits the same wall: the model is capable, but it cannot reach the data and tools it needs to act. For years, that meant a fresh custom integration for every new database, file store, or API a team wanted its agents to touch. The Model Context Protocol, or MCP, is an..

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