#consistency
2021 related articles
Tutorials·4 min
AI Agents for Auto-Generating Excel Test Cases: From Setup to Private Deployment — A Complete Guide
Learn how to use AI agents to auto-generate Excel test cases. Covers Coze platform setup, Dify private deployment with DeepSeek + Ollama, workflow design tips, and prompt engineering for testers.
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Tech Frontiers·3 min
GPT 5.5 Instant Deep Dive: How It Tackles AI Hallucinations for Trustworthy Real-World Deployment
Deep dive into GPT 5.5 Instant's core breakthrough: dramatically reducing AI hallucination rates while achieving low latency and high accuracy. Explore real-world applications in legal, medical, and financial sectors.
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Product Reviews·3 min
Zor Full-Stack AI Engineer: Build Complete Production-Ready Apps with a Single Prompt
Deep dive into Zor, the full-stack AI engineer platform that builds complete apps via natural language. Covers auth, databases, Stripe payments, AI image generation, and comparisons with Cursor and Lovable.
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Tutorials·2 min
Augment in Practice: Building an AI Recipe Generator from Scratch and Deploying to Cloudflare
A complete hands-on guide to building an AI recipe generator with Augment Code, covering prompt enhancement, codebase understanding, Next.js 15 deployment to Cloudflare Workers, and multi-AI tool collaboration.
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Tutorials·2 min
Augment in Practice: Building an AI Recipe Generator from Scratch and Deploying to Cloudflare
A hands-on guide to building an AI recipe generator with Augment Code. Covers prompt enhancement, codebase understanding, Next.js 15 on Cloudflare Workers, and multi-AI tool collaboration.
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Product Reviews·2 min
Claude Code Hands-On: From Typing a Prompt to Launching a Website in Minutes
Claude Code demo hands-on: build and deploy a full-stack app via natural language in minutes — covering front-end UI, back-end logic, database, and deployment with zero handwritten code.
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Tutorials·1 min
Harness Engineering: Essential Architecture Guide for Agent Development
Deep dive into Harness Engineering architecture for AI agents: multi-agent collaboration, memory management, middleware design, MCP integration, and LangChain's DeepAgent framework.
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Tutorials·2 min
Claude Code Chinese Tutorial Resources: Breaking Through the English Documentation Barrier
A roundup of Claude Code Chinese learning resources, analyzing barriers from English-only docs and introducing systematic Chinese manuals covering setup, commands, configuration, and real-world cases.
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Tutorials·3 min
LangGraph + MCP in Practice: A Deep Dive into Agent Architecture and the MCP Protocol
Deep dive into the MCP protocol's core principles and practical applications, covering agent capabilities, MCP architecture, ERP integration, and building agents with LangGraph.
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Tutorials·3 min
LangGraph + MCP in Practice: A Deep Dive into Agent Architecture and the MCP Protocol
Deep dive into MCP (Model Context Protocol) core principles and practical applications, covering agent capabilities, MCP architecture, ERP integration, and building agents with LangGraph.
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Product Reviews·3 min
WhichLLM: One Command to Find the Best Local LLM for Your Hardware
WhichLLM is an open-source tool that auto-detects your hardware and recommends the best local LLM using real benchmark data. Simulate GPUs, filter fake benchmarks, and start chatting in one command.
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Tutorials·3 min
Claude Code in Practice: Plan Mode and MCP Automated Development Tips Explained
A deep dive into advanced Claude Code techniques: precise file referencing, Plan Mode for plan-first development, screenshot-driven UI iteration, project memory rules, and Playwright MCP server integration for fully automated testing.
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Tutorials·3 min
DeepSeek V4 + Claude Code in Practice: Building a C++ Browser from Scratch
Using Claude Code with DeepSeek V4 API to build a C++ browser from scratch with wxWidgets and WebKit 2, covering tech choices, iterations, bug fixes, and AI coding insights.
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Tutorials·3 min
Building HarmonyOS Apps with Claude Code from Scratch: From an NPS Tool to a Gomoku Game
A zero-coding beginner built native HarmonyOS apps using Claude Code, including an NPS management tool and a Gomoku game. See the full AI-powered development workflow and its implications.
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Tutorials·3 min
Building HarmonyOS Apps with Claude Code from Scratch: From an NPS Tool to a Gomoku Game
A zero-coding creator built native HarmonyOS apps using Claude Code, including an NPS management tool and a Gomoku game. See the full AI-powered dev workflow.
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Tutorials·2 min
A Guide to Writing Effective Claude.md Files: Core Principles and Best Practices
Learn how to write effective claude.md files with core principles like concise instructions, progressive disclosure, and proper structure to maximize AI coding agent performance.
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Tutorials·1 min
CLAUDE.md: Making Your AI Coding Assistant Truly Understand Your Project
CLAUDE.md is a memory file for Claude Code that stores your project's tech stack, conventions, and architecture — so the AI understands your codebase from the start.
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Product Reviews·1 min
Claude Sonnet 4.5 vs GPT-5 Codex: A Hands-On Soft-Body Physics Programming Showdown
In-depth comparison of Claude Sonnet 4.5 vs GPT-5 Codex recreating classic game Terep 2's soft-body physics in C++, covering terrain rendering, physics engines, and collision detection.
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Tutorials·4 min
Coze Workflow Tutorial: One-Click Short Video Generation Complete Guide
Step-by-step guide to building an automated short video generation workflow on Coze, covering script writing, voiceover, AI images, video synthesis, and CapCut packaging.
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Expert Opinions·3 min
The Hotter AI Gets, the More We Need Tech-Savvy People: Embrace the Tool, Don't Fear the Replacement
Jensen Huang advises everyone to embrace AI rather than fear it. As AI advances, demand for tech talent grows. Those who get displaced are people who refuse to use new tools. Learn strategies for thriving in the AI era.
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