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Tag: vector databases

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Research Vault: Open Source Agentic AI Research Assistant

Research Vault: Open Source Agentic AI Research Assistant

The Problem Nobody Talks About I was drowning in research papers. Not metaphorically—I had 50+ PDFs, dozens of articles, and a note-taking system that had...

Architecture
08/01/2026
The Hidden Architecture Behind Dense Vector Search (and Why It’s Hard to Scale)

The Hidden Architecture Behind Dense Vector Search (and Why It’s Hard to Scale)

Most people think dense vector search works like this: embed your documents store the vectors run cosine similarity Done. This is the biggest misunderstanding in...

AI Infrastructure
27/11/2025
The Hidden Complexity Behind Scaling Dense Vector Search

The Hidden Complexity Behind Scaling Dense Vector Search

A systems-level explanation for engineers, architects, and anyone building RAG, search, or agent infrastructure. Dense retrieval looks clean on paper. You take an embedding model,...

AI Infrastructure
26/11/2025

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