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Brainum journal

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Insights and analysis on enterprise AI

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articles
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topics
Agentic AIMCPArchitecture

Skills vs MCP: When to Use Which?

As AI assistants take hold in the enterprise, two extension patterns dominate modern architectures: Skills and MCP servers. They seem similar, but serve very different purposes. Here's how to choose.

12 March 2026
5 min read
M
Mohamed EL HARCHAOUI
Agentic AIArchitectureLLM

Agentic Workflows vs Autonomous Agents: What's the Difference?

These two terms are everywhere in AI discussions, often used interchangeably. Yet they describe very different realities — and picking the wrong approach for your use case can be costly.

10 March 2026
4 min read
M
Mohamed EL HARCHAOUI

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