Retrieval Augmented Generation

concepts · 34 notes linked

Related: AI Agents · Large Language Models · Langchain · Openai · Google · Prompt Engineering · Knowledge Graphs · Langgraph

Notes

• 5 Most Popular Agentic AI Design Patterns Every AI Engineer Should Know — Five foundational agentic AI design patterns for autonomous systems
• AI Agents for the Enterprise | StackAI — Enterprise platform orchestrating AI agents with governed agentic workflows
• Agent-in-the-Loop: A Data Flywheel for Continuous Improvement in LLM-based Customer Support — Live human-feedback flywheel continuously improving LLM customer support system
• Agentic Design Patterns — 424-page Springer book cataloguing fundamental agentic AI design patterns
• Avi Chawla (@_avichawla) on X — Visual comparison of traditional RAG versus agentic RAG approaches
• BAAI/bge-reranker-base · Hugging Face — BAAI BGE cross-encoder reranker for RAG retrieval pipelines
• Chat with your data using OpenAI, Pinecone, Airbyte and Langchain — RAG pipeline tutorial with Airbyte and Pinecone
• Cohere Command Models: AI-Powered Solutions for Enterprise — Cohere Command family of enterprise LLMs for agentic and RAG workflows
• Combining Text-to-SQL with Semantic Search for Retrieval Augmented Generation — LlamaIndex engine joins SQL structured data with vector semantic search
• Comparing Memory Systems for LLM Agents: Vector, Graph, and Event Logs — Agent memory patterns compared by latency, hit-rate, failure modes
• DS-STAR: A state-of-the-art versatile data science agent — Iterative plan-verify data science agent handling heterogeneous file formats
• Does Prompt Caching Make RAG Obsolete? — Prompt caching economics vs RAG for LLM context management
• Elicit: AI for scientific research — AI-powered academic literature search and systematic review tool
• Evaluating RAG pipelines with Ragas + LangSmith — Reference-free RAG evaluation using Ragas and LangSmith
• GitHub - HandsOnLLM/Hands-On-Large-Language-Models: Official code repo for the O'Reilly Book - "Hands-On Large Language Models — Official code repo for illustrated O'Reilly LLM book
• How NotebookLM is Transforming Academic Workflows with AI Tools — NotebookLM features for academic research and knowledge management
• Hugging Face clones OpenAI's Deep Research in 24 hours — Open-source research agent replicates OpenAI Deep Research in one day
• Improving language models by retrieving from trillions of tokens — RETRO retrieval-augmented LM outperforms models 25x larger on language modeling
• Into the Unknown Unknowns: Engaged Human Learning through Participation in Language Model Agent Conversations — Co-STORM multi-agent system for serendipitous unknown-unknown discovery
• LightPROF: A Lightweight AI Framework that Enables Small-Scale Language Models to Perform Complex Reasoning Over Knowledge Graphs (KGs) Using Structured Prompts — Lightweight Retrieve-Embed-Reason framework for small LLMs on KGs
• Llamar.ai: A deep dive into the (in)feasibility of RAG with LLMs — RAG product prototype built and shut down due to GPT-4 API cost infeasibility
• Local AI is finally boring, and that's why it's finally useful — Local AI maturation in 2026 as dependable self-hosted utility
• Local LLMs are useful now, and they aren't just toys — Practical real-world use cases where local LLMs beat cloud alternatives
• MathNet — Explore 30,000+ Olympiad Math Problems — Large-scale multilingual Olympiad math benchmark for LLM reasoning and retrieval
• Meet AnythingLLM: A Full-Stack Application That Transforms Your Content into Rich Data for Enhanced Large Language Models LLMs Interactions — Open-source full-stack app for chatting with documents using LLMs
• Memora scales agent memory to boost long-horizon productivity — Harmonic memory system decoupling storage and retrieval for long-horizon agents
• NotebookLM's automatically generated podcasts are surprisingly effective — Google NotebookLM generates convincing AI podcast episodes from user documents
• OmniThink: A Cognitive Framework for Enhanced Long-Form Article Generation Through Iterative Reflection and Expansion — Iterative reflection framework improving knowledge density in LLM long-form writing
• PocketFlow: 100-line LLM framework — Minimalist 100-line graph-based LLM agent framework
• RAFT: Adapting Language Model to Domain Specific RAG — Fine-tuning recipe training LLMs to ignore distractor documents in domain RAG
• Re-implementing LangChain in 100 lines of code — Hacker News debate over LangChain's abstraction value
• The Benefits of an "Everything" Notebook in NotebookLM - KDnuggets — Centralized NotebookLM notebook as a queryable professional knowledge base
• The Machine Learning Practitioner's Guide to Agentic AI Systems - MachineLearningMastery.com — Roadmap for ML practitioners transitioning to production agentic systems
• The New Data Commons MCP Server Unlocks a Wealth of Public Datasets for AI Developers — Google Data Commons MCP server enables natural-language access to public datasets