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4831 related articles
Tutorials·3 min
llama.cpp MTP Acceleration Deployment Guide: Configuration Steps & Real-World Benchmarks
Guide to enabling MTP multi-Token prediction acceleration in llama.cpp, covering CUDA setup, desktop configuration, model selection, and benchmarks showing ~60 Token/s with Qwen3 27B.
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Industry Insights·2 min
Claude Code Source Leak Reveals the Core Paradigm of Harness Engineering
Deep analysis of the Claude Code source leak, comparing OpenCode architecture differences, revealing how Harness Engineering determines the floor of Agent capabilities.
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Product Reviews·2 min
Photoshop 2026 Full Breakdown: 12 New Features and the Credits Pricing Trap
In-depth analysis of Adobe Photoshop 2026's 12 major updates including Gemini/Flux generative fill, Topaz denoise & sharpen, on-device subject selection, plus the hidden costs of the credits system.
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Research·4 min
Deep Dive into Claude Code's Open-Source Architecture: The Design Philosophy Behind 510,000 Lines of Code
Deep analysis of Claude Code's open-source architecture: dual-loop design, 7-step tool pipeline, 4-layer token compression, memory systems, and multi-agent collaboration patterns.
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Tutorials·3 min
Frontend AI Full-Stack Development in Practice: Building Multimodal Applications with PNPM MonoRepo Architecture
A practical guide to frontend AI full-stack development covering PNPM MonoRepo architecture, TurboRepo build optimization, and LangChain multimodal applications with Ollama local model deployment.
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Tutorials·4 min
Practical Guide to Building a Local AI Knowledge Base with Qwen3.5 + RAGFlow + Ollama
Step-by-step guide to building a local RAG knowledge base using RAGFlow, Ollama, and LM Studio with Docker, covering Embedding model deployment and network troubleshooting for private AI Q&A.
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Tutorials·2 min
The Fatal Flaws of Using Doubao/DeepSeek to Write Paper Drafts — And the Right Approach
Analysis of critical risks when using Doubao, DeepSeek, or other AI tools to generate paper drafts, including fabricated references and high AI detection rates, with an efficient CNKI + DeepSeek writing workflow.
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Tutorials·3 min
GenSpark's Six AI Agents in Action: A Complete Guide for Building a One-Person Company
A practical guide to GenSpark's six AI Agents: AI Developer for websites, AI Designer for visuals, AI Sheets for data, AI Slides for presentations, Workflow automation, and Claw mobile manager.
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Industry Insights·4 min
Deep Dive into Claude Code's Open-Source Architecture: Six Core Design Principles and Engineering Practices Revealed
Deep analysis of Claude Code's open-source architecture: six core design principles including dual-loop mechanism, seven-step tool pipeline, four-layer token compression, multi-agent collaboration, and memory systems.
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Tutorials·3 min
Building an Automated Workflow SaaS Platform from Scratch: A Complete Guide from Full-Stack Development to Commercialization
A detailed guide on building a commercializable automation workflow SaaS platform from scratch, covering React Flow canvas, Next.js full-stack architecture, Inngest task engine, payment subscriptions, and AI monitoring.
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Product Reviews·2 min
Voice-Controlled Claude Code: A New AI Programming Experience Without Typing
Cloud Code Launcher's voice input intelligently translates spoken language into precise programming instructions for Claude Code, with 5-min recording, auto filler-word filtering, and fuzzy-to-precise parameter conversion.
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Product Reviews·3 min
AIX Platform Hands-On Review: One-Click AI Workflow for E-commerce Product Detail Pages
Hands-on review of AIX platform's e-commerce detail page AI workflow. Upload a product image to auto-generate 12 detail page designs in minutes—zero learning curve, ideal for sellers and designers.
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Product Reviews·3 min
OpenSwarm Hands-On: Open-Source Multi-Agent System Generates Complete Investment Package from a Single Prompt
Deep dive into OpenSwarm, an open-source multi-agent system where 8 specialized agents collaborate to generate complete deliverables—research, charts, slides—from a single prompt.
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Tutorials·3 min
Hermes Orchestrating DeepSeek + MiniMax Dual-AI Collaborative Coding: A From-Scratch Project Test
Testing Hermes agent coordinating DeepSeek V4 and MiniMax 2.7 for collaborative coding: PDF export in 9 minutes, RSS service built from scratch in Nim language.
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Product Reviews·2 min
InsForge: The Open-Source Tool That Gives AI Coding Assistants Backend Capabilities
InsForge is an open-source backend platform that lets AI coding assistants like Claude Code and Cursor directly invoke databases, auth, storage, Edge Functions, and deployment via MCP Server.
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Product Reviews·3 min
Cursor 2.0 Deep Dive: Hands-On Testing of Five Major Features Including Custom Models and Multi-Agent Parallel Development
Deep dive into Cursor 2.0's five major updates: custom Composer model, Git Worktrees multi-agent parallel development, Agent View mode, built-in browser, and more—with hands-on evaluation.
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Product Reviews·3 min
Photoshop 2026 January Update: In-Depth Analysis of 5 New Features
In-depth analysis of Photoshop 2026 v27.3's 5 new features: Grain Adjustment Layer, Clarity & Dehaze layers, new Firefly model with 2K resolution, Reference Image, and upgraded Remove Tool.
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Product Reviews·3 min
Cursor 2.0 Deep Dive: The In-House Composer Model and Five Major Feature Upgrades
Deep dive into Cursor 2.0's five new features: the in-house Composer model with major speed gains, Git Worktree multi-Agent parallel development, Agent View mode, built-in browser, and more.
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Tutorials·3 min
Passing Apple's Account Deletion Review in One Night with Cursor: A Complete Hands-On Walkthrough
Developer uses Cursor AI to implement iOS account deletion in one night, passing Apple's data compliance review. Covers prompt writing, soft delete design, Rules config, and MCP integration.
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Deep Dives·3 min
Why Is Python the Top Choice for AI Development? Three Core Reasons Explained in Depth
In-depth analysis of three core reasons Python dominates AI development: simple syntax for quick onboarding, powerful ecosystem, and industry-wide network effects.
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