#open-source toolkit
235 related articles
·4 min
MCP Protocol Explained: Architecture Principles and Hands-On Configuration Guide
Deep dive into MCP (Model Context Protocol): core concepts, four-layer architecture, and hands-on configuration. Learn how MCP transforms AI from a suggestion generator into a true executor.
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·3 min
Three Essential Tools to Install Before Setting Up OpenAI Codex
Learn how to install and configure Git, Node.js, and VS Code before setting up OpenAI Codex. Complete guide with download steps, verification methods, and troubleshooting tips.
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·3 min
Deep Dive into Closco: The Research Automation Platform That Goes from Natural Language to Complete Reports
Deep analysis of Closco's research automation platform covering cloud sandbox architecture, self-healing execution, batch computing, and applications in computational materials science, drug design, and genomics.
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·3 min
Vibe Coding for Absolute Beginners: Let AI Be Your Personal Programmer
A beginner's guide to Vibe Coding: learn the core philosophy, set up Miniconda virtual environments, and use natural language to let AI write code for you — no programming experience required.
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·3 min
StepFun STEP3.7 Flash Tops AA Benchmark — Multimodal Reasoning Speed Takes Off
StepFun STEP3.7 Flash tops Artificial Analysis benchmark in speed, cost-efficiency, and multimodal. AI safety leaders call for legislation, embodied AI gets 300K-home training ground, Huawei Cloud unveils Agentic Infra.
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Firestore Enterprise Text Search: A Gu…
·2 min
Firestore Enterprise Text Search: A Guide to Implementing Real-Time Search in React
Learn how Firestore Enterprise's native text search works with React Hooks to build real-time search — covering debounce, state management, and more.
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·2 min
Google Teams Up with Flutter and Angular to Launch a New Generation of Developer Tool Series
Google officially teams up Flutter and Angular to launch a new developer series focused on faster development, more expressive UI, and more powerful features for next-gen cross-platform apps.
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·4 min
OpenAI Red Team Testing Revealed: How Models Get 'Broken' Before Release
OpenAI reveals a critical pre-release step: dedicated red teams break and stress-test AI models. Learn how red teaming works, industry safety trends, and practical implications for developers.
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·4 min
OpenAI Red Teaming Revealed: How Models Get 'Broken' Before Release
OpenAI reveals a critical pre-release step: dedicated red teams break and stress-test AI models. Learn how red teaming works, industry safety trends, and practical implications for developers.
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Tutorials·3 min
Fully Automated Invoice Reimbursement with Local AI Agent: From Process Breakdown to Deployment
How to build a fully automated invoice reimbursement system with local AI Agents, covering OCR, info extraction, and form generation with MinerU+Qwen3+Qianwen Po.
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Tutorials·2 min
Ollama Getting Started Guide: The Best Tool for Locally Deploying Open-Source LLMs
A detailed guide to Ollama's core features: free open-source local LLM management with cross-platform support, intelligent GPU/CPU scheduling, and API integration for running DeepSeek and other open-source models locally at zero cost.
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Tutorials·3 min
Optimizing ASR Startup Scripts with DeepSeek: Intelligent Detection Over Countdown Timers
Learn how to use DeepSeek to rewrite ASR local AI project startup scripts from countdown mode to intelligent output-based detection, with full steps and troubleshooting tips.
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Tutorials·3 min
OpenCode + DeepSeek Zero-Code CAE Simulation Software Development: Building a Complete Engineering Platform for $7
Using OpenCode AI Agent with DeepSeek LLM to develop CAE simulation software with zero code for under $7, covering geometry modeling, meshing, and post-processing.
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Tutorials·3 min
Why Learning AI from Scratch Leaves You More Confused — A Clear, Systematic Roadmap for Beginners
Confused learning AI from scratch? This guide breaks down why fragmented learning fails and provides a complete path from Python to deep learning with practical tips.
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Industry Insights·3 min
Decoding Claude's New Policy: Dedicated Monthly Quota Is Actually a Massive Cut to AFK Use Cases
Deep analysis of Anthropic's new Claude subscription policy: dedicated programmatic access quotas appear beneficial but actually slash AFK automation workflow capacity by up to 96%.
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Tutorials·3 min
Andrew Ng's New Course: A Complete Guide to Building Database Agents
Deep dive into Andrew Ng's Building Your Own Database Agent course with Microsoft, covering LLM-SQL interaction, LangChain Agents, Function Calling, and RAG for tabular data.
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Deep Dives·3 min
CodeRAG Technical Deep Dive: Four Core Components That Help AI Truly Understand Your Codebase
Deep dive into CodeRAG's four core technologies: vector similarity search, file system tools, Code Knowledge Graph (CKG), and DeepWiki — how they work together to help AI coding assistants truly understand enterprise codebases and eliminate hallucinations.
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Tutorials·2 min
Complete Guide to Codex Installation, Registration & Usage: From Download to VS Code Integration
Step-by-step tutorial on installing OpenAI Codex, registering with overseas phone verification, choosing plans, and integrating with VS Code for AI-powered coding.
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Industry Insights·1 min
Baidu Open-Sources LoneForge Multimodal Training Framework, Achieving Up to 4.8x Training Speedup
Baidu Intelligent Cloud open-sources LoneForge, a multimodal training framework under Apache 2.0 with 20+ models supported, 15%-45% speedup, up to 4.8x acceleration, and cross-platform GPU/Kunlun chip support.
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Product Reviews·3 min
Superpowers vs GStack In-Depth Comparison: How to Choose Your Claude Code Plugin
In-depth comparison of Claude Code's top open-source plugins Superpowers and GStack — their skills, workflows, and use cases to help developers choose the best AI coding assistant setup.
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