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Code that runs. Not slides.

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Software engineering lab by Julien Lange — 20+ yrs in dev, architecture & AI. We ship production-ready software in weeks. No endless meetings, no hidden debt. Products: VelesDB, SnapContext, GetAppSuite.

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One query is never enough: why top RAG systems search three times

One query is never enough: why top RAG systems search three times

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9 min read
Stop Using Cosine for Everything: 5 Distance Metrics That Unlock Hidden Powers in Your Vector Database

Stop Using Cosine for Everything: 5 Distance Metrics That Unlock Hidden Powers in Your Vector Database

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8 min read
Your RAG pipeline is missing two-thirds of the picture

Your RAG pipeline is missing two-thirds of the picture

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10 min read
Build a local RAG pipeline in 30 lines of Python (no Docker, no API keys)

Build a local RAG pipeline in 30 lines of Python (no Docker, no API keys)

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4 min read
Build an MCP server that gives any LLM long-term memory

Build an MCP server that gives any LLM long-term memory

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4 min read
Give your AI agent a real memory in 50 lines of Python

Give your AI agent a real memory in 50 lines of Python

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7 min read
I replaced my 500MB vector database Docker stack with a 3MB embedded engine

I replaced my 500MB vector database Docker stack with a 3MB embedded engine

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5 min read
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