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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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How I Stopped Worrying and Made RAG Work in User-Message (80% Compliance, Solo)

How I Stopped Worrying and Made RAG Work in User-Message (80% Compliance, Solo)

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1 min read
How to Fine-Tune Llama 3.1 8B for Under $5 Using QLoRA in 2026 – A Practical Guide

How to Fine-Tune Llama 3.1 8B for Under $5 Using QLoRA in 2026 – A Practical Guide

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4 min read
Observability for AI Systems with OpenTelemetry

Observability for AI Systems with OpenTelemetry

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18 min read
Day 1: Your Team’s Chat Is a Wiki Waiting to Happen — A New Kind of RAG

Day 1: Your Team’s Chat Is a Wiki Waiting to Happen — A New Kind of RAG

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4 min read
RAG’s dirty secret: data prep is the real fight

RAG’s dirty secret: data prep is the real fight

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2 min read
Tokenizer-Aware Markdown Chunking That Doesn't Shred Tables

Tokenizer-Aware Markdown Chunking That Doesn't Shred Tables

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7 min read
Taming the Colab beast for a RAG pipeline

Taming the Colab beast for a RAG pipeline

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2 min read
The Reranker Setup That Actually Changes Recall@5

The Reranker Setup That Actually Changes Recall@5

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6 min read
5 Failure Modes I Found in My Financial RAG (And the One That Actually Mattered)

5 Failure Modes I Found in My Financial RAG (And the One That Actually Mattered)

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5 min read
Hybrid Search in 100 Lines: BM25 + pgvector with RRF Merge

Hybrid Search in 100 Lines: BM25 + pgvector with RRF Merge

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6 min read
RAG Accessibility, AI Agent Security Testing, & Vector Search Optimization

RAG Accessibility, AI Agent Security Testing, & Vector Search Optimization

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3 min read
Building MedAI — An AI-Powered Disease Prediction & Clinical Decision Support System

Building MedAI — An AI-Powered Disease Prediction & Clinical Decision Support System

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9 min read
RAG Explained for Beginners: How AI Assistants Stop Making Things Up

RAG Explained for Beginners: How AI Assistants Stop Making Things Up

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9 min read
The Ultimate Generative AI Roadmap (2026 Edition)

The Ultimate Generative AI Roadmap (2026 Edition)

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2 min read
Progressive Distillation

Progressive Distillation

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4 min read
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