#local knowledge base
1926 related articles
·4 min
HAMAS Multi-Agent Framework in Practice: A Guide to Building 5 AI Personas Working in Harmony
Learn how to build a multi-Agent AI team with the HAMAS framework: 5 role configurations, Skill mechanisms, gradient model scheduling, and solutions for AI hallucination and deception.
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·4 min
Codex Hands-On Tutorial: From Installation and Configuration to Enterprise-Level Project Development
A complete guide to OpenAI Codex covering installation, CLI interaction, agents.md design, Rules governance, MCP protocol integration, and multi-agent collaboration, with a hands-on RAG customer service project.
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·3 min
Xiaomi Open-Sources MiMo Code: Cross-Session Memory System Tackles AI Coding's Amnesia Problem
Xiaomi open-sources MiMo Code with SQLite FTS5-powered cross-session memory, solving AI coding assistants' context loss. Supports multi-Agent collaboration, million-line codebases, and OpenAI-compatible APIs.
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·3 min
Claude Code in Practice: A Complete Tutorial for Building a WebSocket Real-Time Chat Room from Scratch
A detailed walkthrough of building a real-time chat room from scratch with Claude Code, covering WebSocket server setup, multi-room private messaging, bug fixing, and prompt engineering tips.
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·3 min
Hermes Agent Practical Tutorial: Architecture Analysis and Three Automation Project Builds
Complete guide to Hermes Agent from basics to practice, covering architecture analysis, Rules.md configuration, MCP service integration, and three hands-on projects: AI news bot, auto blog development, and scheduled code review.
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·2 min
UK Pilots AI Planning Approval System: Processing Time Expected to Be Cut by 50%
The UK government pilots an AI planning approval system with DSIT, MHCLG, and i.AI, aiming to cut housing planning processing time by 50% through automated document review and intelligent triage.
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·4 min
Claude Code Beginner's Guide: From Installation to Real-World Development
Step-by-step guide to installing Claude Code, connecting domestic LLMs like Qwen, DeepSeek, and Xiaomi MiMo via CC Switch, with hands-on demos of batch file processing and e-commerce site development.
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·4 min
Spring AI vs LangChain4j: How to Choose a Java AI Framework
In-depth comparison of Spring AI and LangChain4j — two major Java AI frameworks — covering core features, completeness, ecosystem support, and usability to help Java developers make the right choice.
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·3 min
Claude Code in Practice: Building a WebSocket Real-Time Chat Room from Scratch
Learn how to build a WebSocket real-time chat room with Claude Code, covering multi-room systems, private messaging, emoji/image sending, message search and export, plus full setup and bug-fixing workflow.
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·2 min
Kun: Open-Source DeepSeek Smart Desktop Client with 4.4K Stars on GitHub
Kun is an open-source DeepSeek desktop client with 4.4K GitHub Stars, featuring Agent auto-coding, smart writing, and phone-to-PC remote control.
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·2 min
Extract Skills in One Click During a Claude Code Session: Turn Inspiration into Reusable Skills Instantly
Learn how to extract reusable Skill files in Claude Code without leaving your session. One command preserves full context, turning 20 minutes of work into seconds.
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·3 min
DeepSeek + MATLAB: Zero-Barrier AI Auto-Programming and Debugging
Learn how to call the DeepSeek API in MATLAB for AI auto-programming and debugging. From API key setup to building an auto-debug inner loop, a complete guide with a linear fitting demo.
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·3 min
Deep Module Architecture in Practice: Fixing a Codebase Wrecked by AI
Is AI-assisted coding making your codebase messier? Learn deep modules, seams, and adapters from A Philosophy of Software Design to systematically fix your architecture.
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·2 min
LangChain + MCP Agent Development: A Practical Guide to LLM Selection and Common Pitfalls
A deep dive into LLM selection for LangChain and MCP agent development, comparing DeepSeek V3/R1 vs Qwen3 on Function Calling and MCP support with practical tips.
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·3 min
Claude Fable 5 Global Ban: Deep Analysis of the AI Economic Chain Fracture Crisis
Claude Fable 5 banned globally just 3 days after launch. Deep analysis of the jailbreak controversy, AI supply chain fracture risk, Anthropic's fear marketing backfire, and local AI deployment strategies.
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·3 min
Compile First: Using AI to Revive the Dormant Files on Your Hard Drive
Explore how the open-source LLM Wiki project uses a compile-first paradigm to turn dormant local files into a searchable AI knowledge base, compared with traditional RAG approaches.
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·3 min
Andrew Ng and Anthropic's Definitive Claude Code Tutorial: A Deep Dive
Andrew Ng and Anthropic launch a Claude Code course covering context management, parallel sessions, MCP server integration, and hands-on projects in RAG, data analysis, and Figma-to-code conversion.
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·3 min
Claude Code Skills Mechanism Explained: On-Demand Loading for Token Savings and Better Performance
Deep dive into Claude Code's Skills mechanism: on-demand loading replaces bulk context dumping, cutting Token costs and boosting output quality with modular expertise.
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·2 min
Hermes Jarvis Deep Dive: The Voice-Driven All-in-One AI Assistant
Deep dive into Hermes Jarvis voice AI assistant: its core features, five-layer architecture, multi-model integration, system-level control, and the future of voice-driven AI development.
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·3 min
DeepSeek Integration with InoProShop: A Complete Tutorial on AI-Generated PLC Code
A practical guide to integrating DeepSeek V4 Flash with InoProShop for AI-generated PLC code, covering cylinder jitter FB creation, ST code writing, and compilation.
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