#cross-platform mapping
132 related articles
·6 min
14x Speedup: How Manticore Rebuilt the ONNX Embedding Inference Path
Manticore Search restructured its ONNX inference path to achieve 14x faster text embeddings. Deep dive into batching, session reuse, zero-copy memory, and thread tuning for vector search systems.
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·6 min
GitHub Advisory Database Hits Historic Record: How to Address the Flood of Vulnerabilities in Software Supply Chain Security
GitHub Advisory Database hits historic vulnerability submission records, reflecting systemic security pressure on open-source supply chains. A deep analysis of driving factors, response strategies, and practical recommendations.
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·7 min
AI Agent Practical Guide: The Complete Path from Building to Production Deployment
A deep dive into AI Agent architecture and engineering practices, covering tool design, ReAct execution patterns, Vercel deployment, and production considerations to bridge the prototype-to-production gap.
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·3 min
Deep Dive into Codex Record and Replay: Generate Automation Skills Just by Screen Recording
Deep dive into OpenAI Codex's Record and Replay feature: generate reusable automation Skills through screen recording demos. Covers workflow, skill invocation, RPA comparison, and real-world use cases.
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·3 min
Meshy AI Modeling Agent: Generate Complete 3D Model Assets in a Single Conversation
Hands-on with Meshy AI modeling agent: generate 3D scenes, PBR materials, and low-poly bakes through natural language. Includes cyberpunk and character tests with Blender import verification.
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·3 min
Auto-Editing Videos with Claude Code: A Complete Hands-On Guide from Raw Footage to Final Cut
Learn how to use Claude Code with the open-source VideoIn project for automated video editing — from audio extraction and subtitle generation to transitions and final output.
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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
Anthropic Dynamic Workflows Explained: When to Use Them and Pitfalls to Avoid
Deep dive into Anthropic Dynamic Workflows: core mechanisms, differences from single Agent and Sub-Agent patterns, and a decision tree for when to use them vs. when to avoid burning tokens.
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·4 min
Technical Breakdown of Campus Find: A DeepSeek-Powered AI Lost & Found System
Deep dive into Campus Find, a WeChat mini program using DeepSeek AI for smart lost & found matching, OCR recognition, QR code returns, and AI mascot interaction.
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·3 min
PiDeck 0.5.0 Released: Ten Versions in One Week, a Complete Overhaul of the Desktop AI Agent
PiDeck 0.5.0 completes the rebrand from PiDesktop, shipping 10 versions with ~100 changes in one week: design system overhaul, dark mode, LAN sharing, Git integration, and dual-layer proxy config.
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·2 min
Claude Fable 5 Hands-On Review: Double the Price — Is It Worth It?
Hands-on comparison of Claude Fable 5 vs Opus 4.8 on landing page design and website rebuilds. Detailed API pricing analysis and practical advice on whether double the cost delivers double the value.
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·4 min
Claude Code Codex Plugin Integration: A Practical Guide to Dual-AI Adversarial Review for Better Code Quality
Learn how to install and configure the Codex plugin in Claude Code, leveraging dual-AI adversarial review to uncover code vulnerabilities across seven attack surfaces.
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·3 min
AI Hospital Appointment Booking Mini-Program: Full-Stack Development with Spring Boot + Vue 3 + DeepSeek
Full-stack guide to building a hospital appointment booking mini-program with Spring Boot, Vue 3, and DeepSeek AI — featuring smart consultations, AI report interpretation, and three-terminal architecture.
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·3 min
Android Skills Explained: An Open-Standard Instruction Set System for AI
Deep dive into Google's Android Skills open standard: how this AI instruction set uses structured Markdown files to solve LLM training data lag, covering XML-to-Compose migration, Navigation 3, and custom authoring best practices.
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·3 min
OpenHuman In-Depth Review: Innovation Highlights and Privacy Concerns of a 15,000-Star Desktop AI Assistant
In-depth analysis of OpenHuman desktop AI assistant: anthropomorphic interaction, transparent memory tree highlights, and privacy risks behind its misleading "local-first" claims.
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·4 min
Cursor Programming Tool In-Depth Review: Core Features and Use Cases of an AI-Native IDE
In-depth review of Cursor's four core features: AI-native design, smart code generation, context awareness, and multi-model support, with a six-dimension comparison against traditional IDEs.
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·3 min
How to Configure DeepSeek in Claude Code: One-Click AI Model Switching with CcSwitch
Learn how to configure DeepSeek V4 Pro in Claude Code using CcSwitch. Complete setup in 3 steps with one-click AI model switching to reduce API costs.
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·3 min
Complete Guide to Installing and Configuring Claude Code Desktop: Connecting to DeepSeek Models
Complete guide to Claude Code Desktop setup: installation, account-free usage, Chinese localization, connecting DeepSeek models via CC Switch, and custom Skills for cost-effective AI coding.
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·3 min
Claude Code Status Ambient Light: A Traffic Light System for Real-Time AI Programming Status
Build a traffic light system using Claude Code's Hooks callbacks to display real-time AI programming status via LEDs, light strips, and buzzers with serial communication on Zephyr RTOS.
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Tutorials·2 min
Claude Code in Practice: Engineering Guide for AI-Powered API Test Automation
A deep dive into engineering Claude Code for API test automation, covering environment setup, Skill development, tool encapsulation, and Harness Engineering methodology.
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