#vector search
1890 related articles
Tutorials·2 min
Local Deployment of DeepSeek + RAG Knowledge Base Tutorial: A Step-by-Step Guide with Ollama + RAGFlow
Step-by-step guide to locally deploying DeepSeek with Ollama and building a RAG private knowledge base with RAGFlow. Covers environment setup, Docker deployment, and Embedding principles.
Read more →
Deep Dives·2 min
Struggling with AI Agents? The Real Breakthrough Is Understanding the Fundamentals
Why do AI agents still underperform despite premium subscriptions and dozens of tools? Learn the 3 cognitive traps blocking most users and how to think like an agent architect.
Read more →
Tutorials·1 min
RAGFlow Local Deployment Guide: Complete Tutorial for Building an Enterprise-Grade RAG Knowledge Base with Docker
Complete RAGFlow local deployment guide covering RAG principles, Docker setup, Ollama LLM integration, knowledge base creation, and chat testing. Build an enterprise-grade private knowledge base Q&A system from scratch.
Read more →
Product Reviews·1 min
Echo Agent Deep Dive: A Self-Hosted AI Agent Operating System
Deep dive into Echo Agent, a self-hosted AI Agent OS featuring four-role collaboration, cognitive memory systems, LLM-driven security approval, and A2A/MCP protocol support.
Read more →
Tech Frontiers·3 min
GPT-5.6 Exposed: Codex Logs Reveal Internal Testing, Anthropic Enterprise Adoption Surpasses OpenAI for the First Time
GPT-5.6 spotted in OpenAI's internal Codex logs as first checkpoints enter testing. Anthropic enterprise adoption hits 34.4%, surpassing OpenAI's 32.3%. Claude Code limits rise 50%.
Read more →
Tutorials·1 min
AI Crop Pest & Disease Early Warning System: A Detailed RAG + Agent Implementation Guide for Graduation Projects
A detailed guide to building an AI crop pest early warning system for graduation projects, covering image recognition, RAG knowledge retrieval, Agent-based alerting, data visualization, and weather monitoring.
Read more →
Tutorials·2 min
Hermes Agent Configuration Tutorial: Build an AI Automation Workflow in Six Steps
Learn to configure Hermes Agent in 6 steps: Graphify saves 71x tokens, Smart Model Router cuts 70% costs, crawler matrix for web perception, and browser automation.
Read more →
Tech Frontiers·2 min
OpenAI Codex 2.0 Deep Dive: Five Core Upgrades for the AI Programming Agent
Deep analysis of OpenAI Codex 2.0: new computer use, image generation, long-term memory capabilities, evolving from code completion to a full-stack development agent. Covers pricing and developer impact.
Read more →
Product Reviews·1 min
Xiaozhi ESP32 Backend Rewritten in Go: Building a High-Concurrency AI Voice Interaction Service
Deep dive into xiaozhi-esp32-server-golang: a Go rewrite of the Xiaozhi ESP32 backend with WebSocket/MQTT, voiceprint recognition, MCP calls & more.
Read more →
Tutorials·2 min
Codex Computer Use Tutorial: Let AI Automatically Control Your Computer to Complete Tasks
A detailed guide to OpenAI Codex's new Computer Use feature: setup, configuration, and practical demos including AI-controlled app launching and commanding Cursor to create projects, plus privacy tips.
Read more →
Tutorials·4 min
Windsurf Credit Refill Plugin Hands-On: Auto Credit Refresh + Multi-Window Concurrency Tutorial
Hands-on review of Windsurf refill plugin: auto credit refresh, seamless account switching, and persistent conversations. Compares script injection vs MCP approaches with multi-window concurrency tips and risk warnings.
Read more →
Tutorials·5 min
What to Do When Your Windsurf Free Credits Run Out? A One-Click Account Switching Plugin for Unlimited Refills
What to do when Windsurf free credits run out? This article details a seamless account-switching plugin that auto-switches accounts with one click — no logout, passwords, or Token copying needed.
Read more →
Tutorials·4 min
AI Agent Memory Architecture Design: Four-Layer Partitioning + Bitemporal Modeling Practical Guide
A deep dive into production-grade AI Agent memory architecture covering four-layer partitioning, bitemporal modeling, and skill extraction to eliminate hallucinations and historical amnesia.
Read more →
Deep Dives·3 min
What Are LLMs, Skills, Agents, and OpenClaude? A Complete Guide to Core AI Concepts
A plain-English guide to LLMs, Skills, AI Agents, and OpenClaude — clarifying how AI evolved from "can talk" to "can act" to "can act autonomously," with a comparison table.
Read more →
Product Reviews·3 min
Jules Review: Is Google's Free AI Coding Agent Worth It? A Deep Comparison with Cursor
Deep review of Google's free AI coding agent Jules — covering GitHub integration, async coding, voice summaries, and a full comparison with Cursor and GitHub Copilot.
Read more →
Tutorials·2 min
Coze Knowledge Base Setup Tutorial: A Practical Guide to RAG Retrieval and Workflow Configuration
Learn how to build a Coze knowledge base with RAG retrieval and workflow configuration. Covers document chunking strategies, agent setup, and enterprise Q&A.
Read more →
Tutorials·1 min
DeepSeek + RAGFlow Local Deployment AI Knowledge Base Tutorial (2025 Latest)
Step-by-step guide to locally deploy a personal AI knowledge base with DeepSeek + RAGFlow + Ollama. Covers RAG principles, Ollama setup, Docker deployment, and knowledge base optimization.
Read more →
Tutorials·2 min
Streamlining AI Agents from 10 to 5: How the Single Responsibility Principle Doubled Efficiency — A Practical Retrospective
Real-world guide to streamlining AI Agents from 10 to 5 using the Single Responsibility Principle, doubling efficiency with focused agents for memory, design, copy, video, and publishing.
Read more →
Tutorials·2 min
Agent Cowork Setup Guide: A Zero-Cost AI Desktop Assistant Walkthrough
Agent Cowork is a zero-cost AI desktop assistant built on Claude-Cowork, powered by Nvidia's free API. Learn the 3-step setup and see real-world use cases.
Read more →
Deep Dives·2 min
LangChain Core Architecture Explained: A Practical Guide to Its Five Key Modules
Deep dive into LangChain's five core modules: Model I/O, Data Connection & Retrieval, Chains, Agents, and Memory. Learn RAG workflows, Agent decision-making, and practical AI app development.
Read more →