Is Your Health App Actually a Medical Device? The FDA SaMD Decision Framework

Is your health app a medical device? FDA SaMD decision framework for founders. Real criteria, enforcement patterns, and strategic implications for health tech startups.

January 9, 2025

Is Your Health App Actually a Medical Device? The FDA SaMD Decision Framework

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Building an AI-Native Marketing Automation App: Why Bolt-On AI Fails

AI Development

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Building an AI-Native Marketing Automation App: Why Bolt-On AI Fails

Most marketing automation apps treat AI as a feature to add later. Here's why that approach fails—and how to architect AI-native marketing automation from day one.

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The AI Agent Backend Checklist: 7 Infrastructure Requirements Your Chatbot Didn't Need

AI Development

Jan 5, 20268 min read

The AI Agent Backend Checklist: 7 Infrastructure Requirements Your Chatbot Didn't Need

Chatbots are stateless. Agents accumulate state, make decisions, and run for minutes. Here are the 7 backend requirements that make or break production agents.

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When NOT to Use AI Agents: A Decision Framework Before You Waste $50K

AI Development

Jan 3, 202611 min read

When NOT to Use AI Agents: A Decision Framework Before You Waste $50K

90-95% of AI initiatives fail. Most teams build AI agents when they need simpler solutions. Here's how to know if you're about to waste money on the wrong approach.

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