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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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Project Docs over SSH for AI Agents

Project Docs over SSH for AI Agents

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9 min read
How We Vectorize 33.7M Ukrainian Court Decisions via Voyage AI

How We Vectorize 33.7M Ukrainian Court Decisions via Voyage AI

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5 min read
Opus + RAG vs Fine-tuned LLM + RAG: Two Approaches to Legal AI — LEX vs Harvey

Opus + RAG vs Fine-tuned LLM + RAG: Two Approaches to Legal AI — LEX vs Harvey

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10 min read
Synapse

Synapse

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4 min read
I Scored 10,000 Job Listings a Day With GPT-4. Here's What Broke

I Scored 10,000 Job Listings a Day With GPT-4. Here's What Broke

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4 min read
Why ChatGPT and Claude give wrong answers from your PDFs (and how to fix the input)

Why ChatGPT and Claude give wrong answers from your PDFs (and how to fix the input)

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3 min read
Is Your LLM Into You? The Red Flags You Miss When Crushing on AI

Is Your LLM Into You? The Red Flags You Miss When Crushing on AI

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5 min read
COGNEE as a memory layer

COGNEE as a memory layer

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6 min read
LangChain + OpenAI-Compatible APIs: Debug Base URL Before RAG or Agents

LangChain + OpenAI-Compatible APIs: Debug Base URL Before RAG or Agents

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3 min read
Practical RAG, Part 1: The Simplest RAG That Actually Works

Practical RAG, Part 1: The Simplest RAG That Actually Works

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5 min read
Applied AI: Copilot's Kimi K2.7, AI Agent Workflow Barriers, Open-Source Life Planner

Applied AI: Copilot's Kimi K2.7, AI Agent Workflow Barriers, Open-Source Life Planner

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3 min read
Dify + OpenAI-Compatible APIs: Test the Provider Before the Workflow

Dify + OpenAI-Compatible APIs: Test the Provider Before the Workflow

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3 min read
RAG Without Vectors: How LLMs Are Learning to Navigate Documents Like Humans

RAG Without Vectors: How LLMs Are Learning to Navigate Documents Like Humans

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6 min read
RAG en entreprise : ce que j'ai appris en le déployant chez un industriel (REX)

RAG en entreprise : ce que j'ai appris en le déployant chez un industriel (REX)

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4 min read
Rethinking Enterprise AI: Why GraphRAG is the Missing Link

Rethinking Enterprise AI: Why GraphRAG is the Missing Link

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2 min read
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