Explainer 5 min
What Is a Vector Database? How AI Searches Your Data by Meaning
A vector database lets AI search information by meaning, not keywords. What it is, how embeddings and similarity search work, and why it powers RAG.
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Notes from
the bench.
Field notes, frameworks, and unscripted thinking from our engineers, architects, and operators. Long enough to be useful. Short enough to read in one sitting.
The ROI Math Behind AI Systems — When It Works, When It Doesn't, and Why Most Projects Plateau
When AI projects pay off, when they don't, and why most plateau before the returns compound.
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All articles 15 articles
Explainer 7 min
What Is an AI Agent? A Plain-English Guide to Agentic AI
AI agents and agentic AI, explained without the hype: what an agent actually is, the parts that make one work, the autonomy spectrum, and what it means for your business.
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Explainer 4 min
What Is MCP? The Model Context Protocol, Explained
MCP, the Model Context Protocol, is the open standard that connects AI to your tools and data. What it is, why it exists, and why it matters for custom AI.
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Strategy 8 min
Operational AI: Finding the Money Hiding in Your Operations
Operational AI finds the recurring margin hiding in your operations, the money you know is there but can't reach. Here's how it works, and why now.
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Industry 7 min
Is AI a bubble? What the IPO wave means for your business
OpenAI spent $22B to make $13B last year and won't be cash-flow positive until 2030. Three giant AI IPOs are coming. Here's what the AI bubble means for your business, and the part that survives it.
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Strategy 9 min
The agentic web era: what it actually means for your business
AI bots went from 1 in 200 website visits to 1 in 31 in a single year. Here's what the agentic web means for your business, and how to prepare for it.
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