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#rag

Retrieval augmented generation, or RAG, is an architectural approach that can improve the efficacy of large language model (LLM) applications by leveraging custom data.

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I Built an MCP Memory Server Where Code, Not the Model, Decides What Gets Stored

I Built an MCP Memory Server Where Code, Not the Model, Decides What Gets Stored

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8 min read
Debrief is not a PDF chatbot — it recovers decisions with citations

Debrief is not a PDF chatbot — it recovers decisions with citations

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2 min read
RAG Without a Vector Database: My Production Assistant Runs on MariaDB and 10 Lines of Cosine Similarity

RAG Without a Vector Database: My Production Assistant Runs on MariaDB and 10 Lines of Cosine Similarity

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2 min read
7 Retrieval Checks for Fixing Wrong Ask-Your-Docs Chatbot Answers

7 Retrieval Checks for Fixing Wrong Ask-Your-Docs Chatbot Answers

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6 min read
LangChain vs LlamaIndex vs Chonkie: same 94-page PDF

LangChain vs LlamaIndex vs Chonkie: same 94-page PDF

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7 min read
I Wanted a RAG System That Could Show Its Work, So I Built Alchimista

I Wanted a RAG System That Could Show Its Work, So I Built Alchimista

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4 min read
Not All Multilingual Embedding Models Are Equal — Testing 5 of Them

Not All Multilingual Embedding Models Are Equal — Testing 5 of Them

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14 min read
macOS Keychain Support for Electron Apps: A Game Changer for Secure A…

macOS Keychain Support for Electron Apps: A Game Changer for Secure A…

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2 min read
From Demo to Production: The Guardrails That Make an AI Agent Safe to Ship

From Demo to Production: The Guardrails That Make an AI Agent Safe to Ship

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4 min read
6 Node.js Tenant Guardrails for Cheap Invoice RAG (Count Embeddings and LLM Spend)

6 Node.js Tenant Guardrails for Cheap Invoice RAG (Count Embeddings and LLM Spend)

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8 min read
RAG - Async Pipelines, MCP

RAG - Async Pipelines, MCP

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3 min read
From CAN Bus to RAG Pipelines:: Why I build?

From CAN Bus to RAG Pipelines:: Why I build?

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3 min read
How I Built a NIST AI RMF-Compliant RAG System for Regulated Domains

How I Built a NIST AI RMF-Compliant RAG System for Regulated Domains

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5 min read
GPT-4o API Costs Dropped 50% - How to Recalculate Your AI Budget

GPT-4o API Costs Dropped 50% - How to Recalculate Your AI Budget

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2 min read
RAG Framework with the Infra Lens

RAG Framework with the Infra Lens

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3 min read
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