rag
3 articles
Agent Memory Is Not Just Better RAG: What Grep and AKBP Are Really Saying
An arXiv paper found that inline grep often beats vector retrieval on long-memory conversational QA, while AKBP turns agent memory into a local-first, review-gated, file-backed protocol. Together, they point to the same lesson: agent memory is not a search feature. It is systems engineering.
Fire Truck vs. Succulent — Vector Database vs. Agent Search, in Simple Math
Someone deployed Milvus to search 5,000 vectors. That's like calling a fire truck to water a desk succulent. This post uses dead-simple math to compare vector databases vs. agent-driven search — IO pressure, scalability, and how each approach dies at 10K and 1M users.
From Prompt to Production: A Practical Guide to Agentic AI Architecture
DataTalksClub founder Alexey Grigorev shared the AI Engineering Buildcamp syllabus: LLM APIs, RAG, Agentic Flows, Monitoring & Guardrails, Evaluation, and a capstone. A practical learning path for building agentic AI in production.