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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 vs STAIR

RAG vs STAIR

Comments 3
5 min read
Part 2: We Fixed the Root Causes of Our AI Agent Incident. Routing Models by Step Cut Latency 86%

Part 2: We Fixed the Root Causes of Our AI Agent Incident. Routing Models by Step Cut Latency 86%

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Comments 2
7 min read
What’s the SQLite equivalent for full-text and vector search?

What’s the SQLite equivalent for full-text and vector search?

Comments
6 min read
My HTML-to-Markdown converter broke paragraphs on newlines — HTML whitespace rules aren't Markdown rules

My HTML-to-Markdown converter broke paragraphs on newlines — HTML whitespace rules aren't Markdown rules

Comments 1
2 min read
What a Small RAG Fine-Tuning Experiment Can Actually Prove

What a Small RAG Fine-Tuning Experiment Can Actually Prove

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6 min read
Implementing Node.js Retrieval for Internal Engineering Docs: Safe Delete Semantics

Implementing Node.js Retrieval for Internal Engineering Docs: Safe Delete Semantics

Comments 1
7 min read
I Built a Context-Aware RAG Plant Assistant for Magento 2 — and Added AI Photo Analysis

I Built a Context-Aware RAG Plant Assistant for Magento 2 — and Added AI Photo Analysis

Comments 1
3 min read
LLM - RAG - Implementation

LLM - RAG - Implementation

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Comments 1
6 min read
Scraping for RAG: Keeping Your Retrieval Index Fresh (and Why Staleness Hallucinates)

Scraping for RAG: Keeping Your Retrieval Index Fresh (and Why Staleness Hallucinates)

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Comments 1
7 min read
Your Company Does Not Need Another AI Chatbot. It Needs a Knowledge Layer.

Your Company Does Not Need Another AI Chatbot. It Needs a Knowledge Layer.

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12 min read
Prompt injection is a trust-boundary bug in the retrieval pipeline

Prompt injection is a trust-boundary bug in the retrieval pipeline

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3 min read
How to Flag Stale RAG Documents Before Generation

How to Flag Stale RAG Documents Before Generation

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5 min read
I Built a Local RAG Pipeline with TypeScript, PostgreSQL and pgvector

I Built a Local RAG Pipeline with TypeScript, PostgreSQL and pgvector

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4 min read
Hidden wiki pages never reached our chat until we rebuilt the index on a timer

Hidden wiki pages never reached our chat until we rebuilt the index on a timer

Comments 9
2 min read
My PDF converter interleaved a two-column paper line by line — a PDF has no reading order

My PDF converter interleaved a two-column paper line by line — a PDF has no reading order

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Comments 2
2 min read
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