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RAG Architecture Lessons from Practice

Building a retrieval-augmented generation system revealed patterns the tutorials don't cover. Contractions break search. Not everything needs an LLM. Full docum

· 5 min read

Building ownwords: A Synthesis Coding Case Study

What separates synthesis coding from vibe coding isn''t the tools — it''s the decisions. This technical case study walks through the architectural choices,...

· 12 min read

RAPTOR: Recursive Thinking for Smarter AI Retrieval – The Executive Code Podcast

The Executive Code podcast explores Stanford's RAPTOR paper on recursive abstractive processing for smarter AI document retrieval and understanding.

· 3 min read

Why Vector Databases & Embeddings Used for Prompt Context are Limited for Personalized AI Assistants

Why vector databases and embeddings fall short for personalized AI assistants, and how fine-tuning large language models offers deeper contextual understanding.

· 15 min read

Introducing Ragbot: A Personalized AI Assistant

This article has moved to ragbot.ai

· 1 min read