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Can AI Models Actually Reason or Are They Just Pattern Matching?

Can AI Models Actually Reason or Are They Just Pattern Matching?

Ask a language model to solve a logic puzzle, and it will often get it right. Ask it to explain its reasoning step by step, and it'll walk you through the process coherently. Ask it the same puzzle with the numbers changed slightly, and sometimes it gets it completely wrong in a way that makes no sense if it had actually reasoned through it.

Updated: April 28, 2026 | Lucas Hayes

What Is Retrieval-Augmented Generation and Why Should You Care?

What Is Retrieval-Augmented Generation and Why Should You Care?

Language models have a memory problem. They know a lot – trained on vast amounts of text – but everything they know is frozen at a point in time. Ask one about something that happened last month, or something specific to your company's internal documents, and it either guesses or admits it doesn't know. Neither is great when you're trying to build something useful.

Updated: April 28, 2026 | Noah Bennett

Can AI Models Actually Reason or Are They Just Pattern Matching?

Can AI Models Actually Reason or Are They Just Pattern Matching?

Updated: April 28, 2026 | Lucas Hayes

What Is Retrieval-Augmented Generation and Why Should You Care?

What Is Retrieval-Augmented Generation and Why Should You Care?

Updated: April 28, 2026 | Noah Bennett