#semantic diff
2672 related articles
Deep Dives·1 min
Beginner's Guide to AI Agents: Core Principles, Technical Architecture, and Application Scenarios Explained
A systematic guide to AI Agents covering core principles of perception, decision-making, and action, plus the technical stack of LLMs, tool calling, memory systems, and RAG, with real-world use cases.
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Product Reviews·1 min
Codex Claude Plugin Deep Dive: Impressive Code Review, But Four Critical Flaws You Can't Ignore
Deep hands-on review of OpenAI's Codex Claude Plugin covering code review accuracy, adversarial security scanning, and four critical flaws including plugin conflicts, chaotic output, and data security concerns.
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Product Reviews·2 min
PPT Flag Studio: 4 AI Agents Collaborating to Generate Interactive HTML Presentations in One Click
PPT Flag Studio uses 4 AI Agents in a collaborative workflow to generate interactive HTML presentations from raw materials—featuring narrative extraction, structure planning, expression polishing, and HTML rendering.
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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.
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Tutorials·2 min
Anima Anime AI Model: Local Deployment with 6GB VRAM & Workflow Configuration Guide
Complete guide to locally deploying the Anima anime AI model with just 6GB VRAM. Covers ComfyUI workflow setup, txt2img parameters, upscaling tips, and low-VRAM optimization for mid-range GPUs.
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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.
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Tutorials·2 min
Coze Workflow in Action: Auto-Generate 'Fat Cat at Work' Short Videos at Scale
Step-by-step guide to building a Coze workflow for auto-generating 'fat cat at work' short videos — covering storyboard prompts, Jimeng image generation, batch video synthesis, and CapCut draft export.
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Tutorials·1 min
LangGraph 1.0.5 Tutorial: Master AI Agent Orchestration & Multi-Agent Systems in Six Lessons
Complete guide to LangGraph 1.0.5 tutorial series covering durable execution, memory management, Human in the Loop, streaming, time travel, and multi-agent collaboration.
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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.
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Deep Dives·2 min
DeepSeek V3.2 Deep Dive: Three Major Breakthroughs in DSA Sparse Attention, Reinforcement Learning, and Agent Capabilities
Deep analysis of DeepSeek V3.2 and V3.2 Special: DSA sparse attention for faster long-context processing, RL compute at 10% of pre-training, and Agent task synthesis across 1,800 environments.
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Tutorials·2 min
Engineering AI Agents for Production: Four Key Challenges and a 12-Week Implementation Roadmap
90% of AI Agent projects stall at the demo stage due to insufficient engineering. This article breaks down four core challenges and provides a 12-week actionable roadmap to production.
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Tech Frontiers·3 min
Google Jules Officially Launches: How Critical Agents Are Redefining AI Programming
Google's AI coding agent Jules exits Beta, now available to all developers. Features include Critical Agent for proactive code review, environment snapshots, web browsing, and seamless GitHub PR creation.
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Tutorials·3 min
OpenClaw Fallback Configuration: Dual-Model Auto-Switching + Image Recognition in Practice
Learn how to configure OpenClaw's Fallback mechanism with Kimi Code K2P5 for image recognition and automatic model switching when the primary model fails.
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Tutorials·3 min
Webman Resource Routes: Generate 8 RESTful Endpoints with One Line of Code
Learn how Webman's Route::resource generates 8 RESTful endpoints with one line of code, covering full CRUD, soft delete, and recovery operations.
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Product Reviews·3 min
OpenAI Codex Free Design Features Tested: How Does It Compare to Claude Design?
OpenAI Codex launches free design features with GPT Image 2 for a complete design-to-code pipeline. Detailed comparison with Claude Design on text rendering, code conversion, and workflow completeness.
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Product Reviews·3 min
The Complete Guide to Mistral Wire: Free Open-Source Terminal AI Coding Assistant & Best Claude Code Alternative
Deep dive into Mistral Wire—a free open-source terminal AI coding assistant. Detailed comparison with Claude Code, covering sub-agents, parallel tasks, slash commands, installation guide & demos.
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Deep Dives·4 min
AI Agent Skill Architecture Breakdown: Decision Layer + Encapsulation Layer + Execution Layer Practical Guide
Deep breakdown of AI Agent Skill's three-layer architecture: decision layer dynamic routing, encapsulation layer SOP standardization, and execution layer state machine self-healing, with practical solutions for context explosion, error recovery, and generality balance.
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Tutorials·4 min
Harness Engineering in Practice: A Three-Layer Architecture for Taming AI Agent Development
A detailed guide to Harness Engineering's three-layer architecture for controlling AI Agent code generation quality, covering the Information, Constraint, and Automation layers with practical setup and pitfall avoidance tips.
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Product Reviews·3 min
Mistral Vibe Hands-On Review: Is This $15/Month Claude Code Alternative Actually Worth It?
Hands-on review of Mistral Vibe terminal AI coding agent: sub-agent orchestration, async tasks, custom skills. At $15/month vs Claude Code's $200, is it worth it?
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Tutorials·5 min
Can't Use Claude Code? Hands-On Guide to Accessing Opus 4 via Cursor and Windsurf
Can't use Claude Code in China? This hands-on guide tests Cursor and Windsurf as alternatives for accessing the Opus 4 model, both supporting Alipay payment with no overseas phone number required.
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