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Thoughts on AI, automation, and building intelligent software.

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LangChain vs MCP Server

LangChain builds AI apps. MCP Server exposes tools to any LLM. Learn how they differ and when to use each in your AI stack.

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They Said AI Was Just a Chatbot. They Were Wrong.

A few years ago, "AI writing tool" meant autocomplete on steroids. Today, the same category includes systems that can analyze a write the code behind it, and explain its own reasoning.

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n8n vs Make vs Zapier: Which One Should Your Business Actually Use?

Someone's trying to automate something in their business — a lead pipeline, a reporting workflow, a client onboarding sequence — and they've heard of Zapier, maybe stumbled across Make, and then someone on Reddit told them n8n is the 'real' option. Now they're confused and doing nothing.

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