If you’ve been building with LLMs over the last year, you’ve likely hit the “Agent Wall.” You build a cool agent, give it a massive system prompt, and it works… until it doesn’t. As you add more capabilities, the context window gets bloated, the agent gets confused, and porting that logic to another platform (like […]

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Cursor IDE blends familiar editor workflows with AI-native tooling so you can move from idea to implementation without leaving your context. This post is a hands-on guide focused on effective, repeatable habits rather than one-off tricks. Why Cursor Feels Different Cursor is not just “AI inside an editor.” It is an editor that treats AI […]

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A practical walkthrough of the full CLAUDE.md hierarchy, using a healthcare startup as the example. Table of Contents Every time you launch a Claude Code session, the agent starts with a blank slate. It doesn’t remember your tech stack, your HIPAA obligations, your naming conventions, or the fact that nobody should ever touch the migrations/ folder without […]

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If you’ve been anywhere near the AI development world lately, you’ve probably heard about MCP — the Model Context Protocol. And your first reaction was probably: “Isn’t this just… an API?” Fair question. Both let systems talk to each other. Both move data around. But MCP and APIs solve fundamentally different problems, and once you see […]

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