#engineering standards
1604 related articles
Product Reviews·3 min
Claude Haiku 4.5 Real-World Test: Fast but Outclassed in Value by GPT-5 Mini
Real-world comparison of Claude Haiku 4.5 vs GPT-5 Mini and GLM 4.6 on speed, code quality, and price. Haiku 4.5 beats Sonnet 4 by one minute but costs 4x more than GPT-5 Mini with 9 points lower coding scores.
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Tech Frontiers·2 min
Claude Haiku 4.5 Released: Double the Speed at One-Third the Price, Setting a New Cost-Efficiency Benchmark for AI Coding
Anthropic releases Claude Haiku 4.5, a distilled version of Sonnet 4.5 with near-flagship coding performance, double the speed, and one-third the cost. Scores 73.3 on SWE-Bench, ideal for developers seeking cost-efficiency.
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Tutorials·3 min
Complete Guide to Claude Code: Installation, Configuration, and Practical Comparison with Cursor/TRAE
Deep dive into Claude Code's core advantages, installation setup, and fundamental differences from Cursor and TRAE. Covers model configuration for Chinese users, system requirements, and usage tips.
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Tutorials·3 min
Vibe Coding in Practice: Building an AR SLAM System with AI Programming to Save $28K in Licensing Fees
AR entrepreneur uses Vibe Coding to build a custom SLAM system, replacing $5K-$20K/year commercial licenses. Full hands-on experience with AI-powered SLAM development and why most Vibe Coding projects fail.
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Tutorials·3 min
51.8K Stars! Claude Code Best Practices: A Complete Guide from Getting Started to Agent Engineering
Deep dive into the 51.8K Star Claude Code best practices project on GitHub, covering Prompt Engineering, efficient Web Coding, multi-Agent collaboration, and more.
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Deep Dives·3 min
D2C Design-to-Code Full Pipeline Explained: The New Design-Development Paradigm That Top Tech Companies Ask About in Interviews
A deep dive into D2C (Design to Code) technology, comparing it with traditional development and Vibe Coding, covering Figma AI implementation, three-level interview questions, and enterprise architecture design.
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Expert Opinions·4 min
Rejecting Vibe Coding: Matt Pocock's Engineering-Driven Approach to AI Programming
TypeScript expert Matt Pocock's open-source Skills repo earned 80K+ GitHub Stars, using TDD and Domain-Driven Design to solve AI programming's three biggest pain points.
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Tutorials·3 min
8 AI Testing Skill Building Guides: Turn AI Into Your Dedicated QA Assistant
A detailed guide to 8 essential AI Skills for testers, covering requirements-to-cases, API script generation, bug reports, log analysis, and more — helping QA teams harness AI with engineering discipline.
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Tutorials·3 min
Conversation as Development: Rapidly Building an EHS Safety Management Platform with AI Agents
Learn how AI application generation Agents use natural language to rapidly build a complete EHS safety management platform with nine core modules, compressing development from months to hours.
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Product Reviews·3 min
Claude Code Agent Views Hands-On: Parallel Development Experience & Pitfall Guide
Hands-on review of Claude Code Agent Views parallel development: cross-project parallel, Git Worktree multi-branch workflows, Space compact mode, plus key caveats on rate limits and Worktree merging.
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Tech Frontiers·4 min
Google Poaches Windsurf Team, Gemini 3 Code Leaks, OpenAI Open Model Delayed: A Three-Way Battle Among AI Giants
Google acquires Windsurf's core team via talent deal, Gemini 3.0 code leaks hint at new models, and OpenAI delays its open model indefinitely. Deep analysis of the AI industry's talent, model, and open-source battles in 2025.
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Deep Dives·3 min
MCP Protocol Explained: How AI's Universal USB Port Works
Deep dive into Anthropic's MCP (Model Context Protocol): how Host, Server, and Client work together with JSON-RPC 2.0 to transform AI from chatbot to digital employee.
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Tutorials·4 min
Getting Started with MCP Protocol: A Practical Guide to AI-Controlled ESP32 Hardware
Learn MCP protocol fundamentals, function definition methods, and practical applications. Demo shows how AI LLMs control ESP32 hardware via semantic understanding using Mixly graphical programming.
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Tutorials·4 min
Complete Guide to Agent Observability: Tracing, Evaluation, and Red Teaming in Practice
Deep dive into Microsoft Foundry's Agent observability solution covering multi-Agent tracing, AI quality evaluation, Red Teaming security testing, and automated prompt optimization to bridge the gap between expected and actual Agent behavior.
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Tutorials·4 min
XiaoZhi AI + MCP Protocol + STM32: A Practical Voice-Controlled Smart Home Solution
A complete solution for XiaoZhi AI voice-controlling smart home devices via MCP protocol and STM32 dual-MCU communication, covering stepper motor control, peripheral switching, and MCP's embedded applications.
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Deep Dives·3 min
MCP Protocol Explained in 3 Minutes: The USB-C Standard for AI
A clear breakdown of MCP (Model Context Protocol): its core concepts, three standard primitives, real-world use cases, and ecosystem status. Learn how Anthropic's open-source unified tool integration standard is changing AI development.
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Product Reviews·2 min
Hands-On with GPT-Image-2: One Prompt Generates Stunning Images — Where Does This Leave Designers?
In-depth testing of OpenAI's GPT-Image-2: from Japanese fashion lookbooks to photorealistic portraits, one prompt generates professional-grade designs. Exploring its impact on designers and deepfake concerns.
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Product Reviews·3 min
AIFlowy: A Java-Based Alternative to Dify for Enterprise AI Application Development
AIFlowy is an open-source AI app development platform built on Java, rivaling Dify and Coze with visual workflow orchestration, multi-model support, and RAG capabilities for enterprise teams.
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Product Reviews·4 min
Dyson Find+Follow Air Purifier Fan Review: AI Camera Tracks People's Positions for Precision Airflow
Dyson launches the Find+Follow Purifier Cool bladeless fan with an AI camera for real-time person tracking and directional airflow. We explore its core technology, privacy considerations, and the proactive sensing trend in smart homes.
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Product Reviews·4 min
Motorola Razr Fold Review: Battery Life Crushes Foldable Rivals, So Why Is It Still Hard to Recommend?
In-depth review of Motorola's first book-style foldable, the Razr Fold. Battery life rivals slab flagships, yet reviewers call it "stuck in the middle." Full analysis of its strengths, software gaps, and 2025 foldable market competition.
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