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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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RAG is a search problem wearing a costume

RAG is a search problem wearing a costume

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8 min read
Power Up Your Agents: Execution Hooks and Smart Memory in Agent Kernel

Power Up Your Agents: Execution Hooks and Smart Memory in Agent Kernel

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6 min read
PDF to markdown for LLMs

PDF to markdown for LLMs

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8 min read
How I Tune RAG Pipelines with RAG-LCC: A Hands-On Local Guide

How I Tune RAG Pipelines with RAG-LCC: A Hands-On Local Guide

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7 min read
We removed 98.77% of an LLM’s input. Accuracy went up.

We removed 98.77% of an LLM’s input. Accuracy went up.

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3 min read
Exa vs Tavily in 2026: Our Agent Web Search Benchmark

Exa vs Tavily in 2026: Our Agent Web Search Benchmark

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11 min read
We Find the Public Files Others Don't: Building Archive777 to Research 1.4+ Million Source Files

We Find the Public Files Others Don't: Building Archive777 to Research 1.4+ Million Source Files

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4 min read
Cheaper Graphs, Bigger Risks: GraphRAG's Efficiency Push Meets Its First Security Scare

Cheaper Graphs, Bigger Risks: GraphRAG's Efficiency Push Meets Its First Security Scare

Comments 2
9 min read
How AI Understands Meaning — Embeddings Explained for Backend Engineers

How AI Understands Meaning — Embeddings Explained for Backend Engineers

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8 min read
Agentic GraphRAG: From RAG to Graph-Based Agentic Reasoning

Agentic GraphRAG: From RAG to Graph-Based Agentic Reasoning

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8 min read
🤯 I Thought I Found an LLM Vulnerability. I Was Wrong. Then I Found a Real One.

🤯 I Thought I Found an LLM Vulnerability. I Was Wrong. Then I Found a Real One.

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10 min read
Don't Switch Embedding Models on Vibes. Build a Tiny Retrieval Eval in TypeScript.

Don't Switch Embedding Models on Vibes. Build a Tiny Retrieval Eval in TypeScript.

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10 min read
I Built a Support Bot That Knows When to Stop and Call a Human

I Built a Support Bot That Knows When to Stop and Call a Human

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6 min read
My PDF converter errored on a file every reader could open — owner passwords aren't open passwords

My PDF converter errored on a file every reader could open — owner passwords aren't open passwords

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2 min read
You gave AI your documents. It's still wrong. Here's how to find out why.

You gave AI your documents. It's still wrong. Here's how to find out why.

Comments 2
7 min read
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