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2 articles · 2025
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MCP emerged as a common way to connect LLMs to data and tools. Why integrators cared and how it compared to ad-hoc function calling.
2025 shifted focus from single-shot prompts to multi-step agents. How planners, tools, and human-in-the-loop gates landed in production.