#Graph RAG
3212 related articles
Tutorials·3 min
Simon Willison Uses Claude Code on His Phone to Add Wildlife Observation Features to His Blog
Simon Willison used Claude Code's web version on his phone to add iNaturalist wildlife observation sync to his blog, going from prototype to production in just two days.
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Tutorials·5 min
Building an iNaturalist Data Display Tool with Claude Code on a Phone: The Complete Workflow
Simon Willison built an iNaturalist display tool on his phone while camping using Claude Code, with a zero-cost serverless architecture of Python CLI + Git Scraping + static frontend.
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Product Reviews·3 min
Anything Analyzer: An All-in-One Protocol Analysis Tool Integrating Packet Capture, MITM Proxy, and AI Analysis
Deep dive into Anything Analyzer: an open-source tool integrating browser packet capture, MITM proxy, JS Hook, fingerprint spoofing, AI analysis, and MCP Server for protocol analysis and security research.
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Product Reviews·4 min
Cube Studio Deep Dive: A Practical Guide to Tencent's Open-Source One-Stop MLOps Platform
Deep dive into Tencent's open-source Cube Studio: architecture, large model training/fine-tuning, vLLM inference, distributed training ecosystem, Ascend adaptation, and VGPU compute management for enterprise MLOps.
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Deep Dives·3 min
Langflow Deep Dive: The AI Workflow Visual Builder with 140K+ GitHub Stars
Deep dive into Langflow, the open-source AI workflow builder with 147K GitHub Stars. Explore its drag-and-drop visual editor, LangChain integration, RAG building capabilities, and low-code AI development features.
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Product Reviews·4 min
Unsloth: The Efficient Tool for Local Open-Source LLM Training — The Secret Behind 60K+ GitHub Stars
In-depth analysis of Unsloth, a 60K+ star open-source LLM training tool supporting Gemma 4, Qwen3, DeepSeek local fine-tuning with LoRA/QLoRA to dramatically reduce VRAM requirements.
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Tutorials·5 min
Ollama Tutorial: One-Click Local Deployment of DeepSeek and Other LLMs
Ollama is an open-source tool with 170K+ GitHub Stars for running DeepSeek, Qwen, Gemma and other LLMs locally. Learn installation, supported models, use cases and core advantages.
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Product Reviews·3 min
Deep Dive into LobeHub Open-Source Platform: A New Paradigm for Multi-Agent Collaboration with 76K Stars
Deep dive into LobeHub, an open-source AI Agent collaboration platform with 76K+ GitHub Stars. Built with TypeScript for multi-agent team collaboration, compared with LangChain, AutoGPT, and Dify.
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Product Reviews·2 min
IBM Granite 4.1 Open-Source Models: Hands-On SVG Generation Test Across 21 Quantized Versions
IBM releases Granite 4.1 open-source LLMs (Apache 2.0). Simon Willison tests 21 GGUF quantized versions on SVG generation, revealing model size matters far more than quantization precision.
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Product Reviews·3 min
Simon Willison Ships Blog Wildlife Sightings Feature in Two Days Using Claude Code on His Phone
Simon Willison used Claude Code's web version on his phone to build an iNaturalist wildlife sighting sync feature for his blog in two days, with search, pagination, RSS, and 10 years of backfilled data.
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Product Reviews·4 min
Zotero MCP Plugin: Let AI Directly Read and Analyze Your Reference Library
Zotero MCP Plugin integrates Zotero with AI assistants like Claude via the MCP protocol, enabling literature search, full-text PDF analysis, and intelligent Q&A based on your personal reference library.
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Product Reviews·2 min
AI4Paper: A Zotero AI Plugin for One-Click Literature Reviews and Intelligent Search
AI4Paper is an open-source Zotero AI plugin supporting one-click literature reviews, intelligent search, and AI note management. Compatible with Zotero 7/8/9 and MCP protocol.
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Product Reviews·5 min
CowAgent Open Source Project Deep Dive: The AI Agent Super Assistant with 44,000 Stars
Deep dive into CowAgent (formerly chatgpt-on-wechat), an open source AI Agent with 44,000+ GitHub Stars. Features autonomous thinking, skill creation, long-term memory, and multi-platform support for WeChat, Feishu, and DingTalk.
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Tutorials·3 min
8000+ GitHub Stars: Deep Dive into the Most Comprehensive LLM Learning Resource Repository
Deep dive into the 8000+ star GitHub project awesome-LLM-resources, covering multimodal AI, AI Agents, MCP protocol, model training & inference, and more.
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Product Reviews·5 min
AnythingLLM: A Locally Deployed Open-Source AI Knowledge Base — The Privacy-First RAG Powerhouse
Deep dive into AnythingLLM: a privacy-first, locally deployed open-source AI tool with RAG, multi-model support, and vector databases. 59K+ GitHub Stars, zero-config setup, ideal for enterprise knowledge bases.
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Product Reviews·4 min
AnythingLLM Deep Dive: A Locally Deployed Open-Source All-in-One AI Platform
Deep dive into AnythingLLM, an open-source AI platform covering local LLM deployment, RAG knowledge base construction, and privacy computing. 59K+ GitHub Stars, zero-config setup, ideal for personal knowledge management and enterprise AI.
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Product Reviews·3 min
Deep Dive into LobeHub: How a 76K-Star Open Source Platform's Multi-Agent Collaboration is Reshaping AI Workflows
Deep dive into LobeHub: a TypeScript-based multi-agent collaboration platform with 76K+ GitHub Stars. Explore its multi-agent team design, collaboration mechanisms, and industry trends.
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Product Reviews·2 min
IBM Granite 4.1 Quantization Test: SVG Generation Comparison Across 21 GGUF Versions
IBM releases open-source Granite 4.1 models. Unsloth provides 21 GGUF quantized versions. Simon Willison's pelican SVG test reveals quantization level has minimal impact on 3B model output quality.
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Product Reviews·3 min
LibreChat: Complete Guide to Deploying and Using the Open-Source Multi-Model AI Chat Platform
Deep dive into LibreChat, the open-source AI chat platform featuring multi-model switching, MCP protocol, Agents, Code Interpreter, Docker self-hosting, and enterprise-grade capabilities.
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Tutorials·2 min
Codex CLI /goal Command Explained: AI Autonomous Looping Until Objective Complete
OpenAI Codex CLI 0.128.0 adds the /goal command for autonomous looping until objectives are met. Learn about its Ralph Loop inspiration, token budget controls, and implications for AI coding agents.
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