#Retrieval-Augmented Generation
1678 related articles
Product Reviews·3 min
Open WebUI: 130K-Star Open-Source AI Interface — Deployment Guide & Complete Feature Breakdown
Deep dive into Open WebUI, the 135K-star open-source AI interface covering Ollama integration, one-click Docker deployment, RAG document Q&A, multi-user management, and more.
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Tech Frontiers·3 min
LangGraph Multi-Agent Company Research Tool: A Practical Guide to Open-Source AI Due Diligence
Deep dive into the open-source company-research-agent: LangGraph multi-agent architecture + Tavily search + dual-LLM collaboration for automated company due diligence and competitive intelligence.
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Deep Dives·4 min
Agent, MCP, and Function Calling: A Complete Guide to Their Differences and Relationships
A deep dive into the relationships between AI Agent, MCP protocol, Function Calling, and Prompt. From basics to full architecture, build a clear cognitive framework for AI app development.
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Tutorials·3 min
Building an AI Digital Human Agent from Scratch: Architecture Design & Full Technical Breakdown
Complete guide to building an AI digital human Agent, covering Agent, RAG, WebRTC, and Docker deployment with architecture design and engineering best practices.
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Tech Frontiers·2 min
Codex Adds OpenAI Developers Plugin — Building AI Apps with AI Just Got Easier
OpenAI Codex adds the Developers plugin, letting developers directly access OpenAI API docs and best practices to rapidly build AI Agents and smart apps.
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Tech Frontiers·3 min
OpenAI Codex 2.0 Deep Dive: From Coding Assistant to All-Purpose AI Agent
OpenAI Codex major update: new Computer Use, built-in browser, long-term memory features. 3M weekly developers. How Codex evolved from coding assistant to full SDLC AI Agent.
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Tutorials·3 min
AI Project Evaluation Framework: A Practical Guide to 5 Levels and 30 Key Metrics
A battle-tested AI project evaluation framework covering 5 levels and 30 core metrics—model quality, UX, system efficiency, business value, and data loops—to scientifically assess LLM Agent performance.
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Product Reviews·3 min
Tensorlake Skills: Giving AI Coding Agents Real-Time Access to Up-to-Date Documentation
Tensorlake Skills is a skill module for AI coding agents like Claude Code and OpenAI Codex, routing them to real-time docs on sandboxes, orchestration, and SDKs to fix outdated training data issues.
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Tech Frontiers·2 min
LlamaIndex Integrations Get a Major Overhaul: Key Upgrade Points Every Developer Should Know
LlamaIndex official integrations get a major overhaul covering API optimization, documentation improvements, and unified interfaces. Learn the impact on RAG and LLM app development with migration tips.
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Deep Dives·3 min
LLM Guardrails Index: A Deep Dive into the Most Comprehensive LLM Safety Evaluation Framework
An in-depth look at LLM Guardrails Index — the most comprehensive open-source LLM safety evaluation framework covering PII protection, jailbreak defense, and more for enterprise LLM security.
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Product Reviews·3 min
Real-World LLM Reliability Testing: Three Core Problems Exposed by a Pizza Shop AI Chatbot
A fictional pizza shop AI chatbot reveals three core LLM reliability challenges in 2025: topic control, information security, and response accuracy.
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Tech Frontiers·3 min
Simulation Reshaping AI Testing: A New Paradigm for Systematically Validating AI Application Reliability
Explore how simulation solves AI testing challenges, covering scenario simulation, large-scale regression testing, and multi-agent verification to build reliable AI systems.
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Deep Dives·3 min
CC-Switch: An Open-Source Desktop Tool to Manage Six Major AI Coding Assistants in One Interface
CC-Switch is a Rust-based cross-platform desktop app that unifies Claude Code, Codex, Gemini CLI, and three other AI coding assistants in one interface, with 67,000+ GitHub Stars.
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Tutorials·3 min
awesome-llm-apps: A 100K-Star GitHub Project with 100+ AI Agent & RAG Applications
awesome-llm-apps is a 100K+ Star GitHub project featuring 100+ ready-to-run AI Agent and RAG apps. Built in Python with clone-and-run simplicity, it's an essential resource for LLM developers.
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Product Reviews·3 min
MiroFlow Open-Source AI Workflow Framework Review: The Strengths and Concerns Behind Top Rankings Across Multiple Benchmarks
In-depth review of MiroFlow open-source AI workflow framework: technical architecture behind 5+ benchmark Top-1 rankings, multi-model support, Web UI, and comparison with LangChain and Dify.
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Tutorials·2 min
Ruby-OpenAI: A Complete Guide to Integrating GPT-5 and WebRTC Real-Time Voice in Rails
ruby-openai is an open-source library with 3,200+ GitHub stars, supporting GPT-5 and WebRTC real-time voice. Learn how to integrate OpenAI API into Ruby on Rails for AI-powered apps.
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Product Reviews·3 min
PyGPT: Open-Source Desktop AI Assistant with All-in-One Integration of GPT, Claude, Ollama, and More
Deep dive into PyGPT, an open-source desktop AI assistant supporting GPT-4, Claude, Gemini, Ollama local models, with built-in RAG, agents, voice interaction, and image generation.
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Tutorials·3 min
The Complete Guide to MLflow: An Open-Source AI Engineering Platform from Experiment Tracking to LLM Deployment
A deep dive into the MLflow open-source AI engineering platform, covering experiment tracking, LLM evaluation, model deployment, and monitoring to help teams efficiently manage the ML lifecycle.
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Product Reviews·3 min
MaxKB Open-Source Agent Platform: A Deep Dive into the 20K-Star Enterprise Knowledge Base RAG Solution
Deep dive into MaxKB, an open-source enterprise agent platform with 20K+ GitHub Stars. Explore its RAG capabilities, multi-model integration, visual orchestration, and comparison with Dify and FastGPT.
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Product Reviews·2 min
Opik: An Open-Source LLM Observability Platform for Debugging, Evaluation, and Monitoring All in One Place
Deep dive into Opik: an open-source platform for LLM app lifecycle management with tracing, automated evaluation, hallucination detection, and production monitoring for RAG and Agent workflows.
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