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Building a Local Semantic Search Engine - Part 5: Learning by Building
Learning Bart Gottschalk 12/5/25 Learning Bart Gottschalk 12/5/25

Building a Local Semantic Search Engine - Part 5: Learning by Building

Building a semantic search engine taught me more about embeddings than reading about them ever could. The real value wasn't the tool—it was understanding what those 768 numbers actually mean.

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Building a Local Semantic Search Engine - Part 1: What Are Embeddings?
Learning Bart Gottschalk 12/1/25 Learning Bart Gottschalk 12/1/25

Building a Local Semantic Search Engine - Part 1: What Are Embeddings?

"I love playing with my dog" and "My puppy is so playful and fun" are 80.4% similar. Compare that to "Cars are expensive to maintain"—only 45.5% similar. How does a computer know that? Embeddings—and I wanted to run them entirely on my laptop.

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