#rag — AI News & Research · DeepTrendLab

RAG Hallucinates — I Built a Self-Healing Layer That Fixes It in Real Time

Your RAG system isn’t failing at retrieval — it’s failing at reasoning. This article shows how I built a lightweight self-healing layer that detects and corrects hallucinations before they reach…

Single Agent vs Multi-Agent: When to Build a Multi-Agent System

A practical guide to understanding AI agent design, ReAct workflows, and when to scale from a single agent to a multi-agent system. The post Single Agent vs Multi-Agent: When to…

MemPalace Explained: Building Long-Term Memory for AI Agents Beyond RAG

Modern AI systems struggle with memory. They often forget past interactions or rely on Retrieval-Augmented Generation (RAG), which depends on constant access to external data. This becomes a limitation when…

Proxy-Pointer RAG: Multimodal Answers Without Multimodal Embeddings

Structure is all you need The post Proxy-Pointer RAG: Multimodal Answers Without Multimodal Embeddings appeared first on Towards Data Science .

Legare Kerrison and Cedric Clyburn on LLM Performance and Evaluations

Effectively measuring the performance of applications that are leveraging Large Language Models (LLM) is critical to the adoption of AI technologies in organizations. Legare Kerrison and Cedric Clyburn from RedHat…

I Built an AI Pipeline for Kindle Highlights

A local, zero-cost project that cleans, structures, and summarizes your reading automatically The post I Built an AI Pipeline for Kindle Highlights appeared first on Towards Data Science .

5 Techniques for Efficient Long-Context RAG

Beyond Vector Search: Building a Deterministic 3-Tiered Graph-RAG System

Build a Domain-Specific Embedding Model in Under a Day