Articles tagged "rag"

From Chatbots to Harnesses: A Practical Classification of Modern AI Systems

12-Jun-2026

From Chatbots to Harnesses: A Practical Classification of Modern AI Systems

A technical, architecture-first guide to how today’s AI systems are built: from plain LLM chats and RAG to Deep Research agents and full-blown harnesses, with

How We Made RAG Indexing Faster With an Adaptive Embedding Endpoint Pool

11-Apr-2026

How We Made RAG Indexing Faster With an Adaptive Embedding Endpoint Pool

A simple explanation of how to speed up embeddings by routing work across fast and slow local AI endpoints without letting one slow batch block the whole

Why Vector Search Is Harder Than It Looks (And Why It Matters)

10-Apr-2026

Why Vector Search Is Harder Than It Looks (And Why It Matters)

A simple, practical introduction to embeddings, vector indexes, and real-world semantic search

RAG Optimization Techniques: Proven Patterns, Anti-Patterns, and Practical Tips

22-Jun-2025

RAG Optimization Techniques: Proven Patterns, Anti-Patterns, and Practical Tips

Comprehensive guide to improving Retrieval-Augmented Generation (RAG) systems with actionable strategies, common mistakes to avoid, and expert best practices