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4 articles

📰 Dev.to · Jamie Thompson

4 articles · Updated every 3 hours · View all reads

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Vector Databases Explained: A Builder's Guide
Dev.to · Jamie Thompson 2mo ago
Vector Databases Explained: A Builder's Guide
A practical comparison of Pinecone, Qdrant, pgvector, and Weaviate from someone who has built production RAG systems. Tradeoffs, performance characteristics, an
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The Gold Is in the Basement: Why Your AI Strategy Should Start With the Data You Already Have
Dev.to · Jamie Thompson 2mo ago
The Gold Is in the Basement: Why Your AI Strategy Should Start With the Data You Already Have
Most organizations chasing AI transformation look in the wrong direction. The highest-value data is buried in systems you have been running for years. Here is h
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Multi-LLM Orchestration in Production: Lessons from Running 16+ Models
Dev.to · Jamie Thompson 2mo ago
Multi-LLM Orchestration in Production: Lessons from Running 16+ Models
Practical architectural lessons from running OpenAI, Anthropic, Google, Groq, xAI, and more in a single production platform. Routing strategies, cost optimizati
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What Is RAG? A Practitioner's Guide to Retrieval-Augmented Generation
Dev.to · Jamie Thompson 2mo ago
What Is RAG? A Practitioner's Guide to Retrieval-Augmented Generation
A practical guide to RAG from someone who has deployed it in production for government and enterprise clients. Covers architecture, vector databases, chunking s
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