#idempotency
80 related articles
·4 min
Claude Code in Practice: Completing a Complex Payment System Integration in 4 Hours for $60
Real case study showing how Claude Code + Opus 4.7 completed a complex payment system integration in 4 hours for $60, covering CC Switch setup, prompt engineering, and model selection strategies.
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·2 min
Datasette Agent 0.2a0: A New Mechanism for AI Agents to Ask Users Questions During Tool Execution
Datasette Agent 0.2a0 introduces an ask_user() mechanism enabling AI agents to pause during tool execution and ask users questions, with three interaction modes and a save_query tool for human approval.
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·3 min
Harness AI Engineering Programming: A Detailed Methodology for Enterprise-Level Project Development
Deep dive into Harness AI Engineering Programming methodology, covering SDD, Skill development patterns, and core practices for enterprise-level AI-assisted development.
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Loop Engineering: The Paradigm Shift f…
·3 min
Loop Engineering: The Paradigm Shift from Prompt Engineering to Automated Programming Agents
Deep dive into Loop Engineering's five core components including worktree isolation, skill files, and sub-agent separation. Explore why loop design is harder than prompt engineering.
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·2 min
One BaseURL to Access All AI Models: A Deep Dive into API Aggregation
Deep dive into how API aggregation platforms use a single BaseURL to access Claude, OpenAI, Gemini and all major AI models, covering intelligent routing, fault tolerance, team collaboration, and cost management.
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Tutorials·2 min
Claude Code DevOps in Practice: Linux VPS Deployment and Infrastructure Automation
A detailed guide on Claude Code for DevOps: Linux VPS secure deployment, permission isolation, Shell automation workflows, and full-stack production deployment from DNS to NGINX and HTTPS.
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Industry Insights·2 min
Cloud AI Agent Architecture Design: Far More Than Moving Local Agents to a Server
Building cloud AI Agents requires entirely new architectural thinking. This article analyzes three core infrastructure components—durable execution platforms, execution frameworks, and dev environment tools—to help teams avoid common pitfalls when migrating from local to cloud.
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Tutorials·3 min
Building a Home Appliance Repair Platform on WeChat Mini Program: A Full-Stack Solution with Spring Boot + uni-app
A detailed guide to building a home appliance repair O2O platform on WeChat Mini Program using Spring Boot backend, uni-app frontend, and Vue admin panel with booking, order management, and smart customer service.
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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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Tutorials·4 min
Credit Settlement for AI Async Tasks: Deduct First or Complete First?
Analyze correct timing for AI async task credit settlement. Compare deduct-on-submit vs. Webhook callback approaches with a pre-freeze + callback confirmation implementation for fair SaaS billing.
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Tutorials·3 min
FastAPI Beginner Tutorial: Frontend-Backend Separation and RESTful API Core Concepts
FastAPI beginner essentials: Learn frontend-backend separation vs monolithic web development, RESTful API design principles, HTTP methods and resource operations mapping.
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Product Reviews·2 min
AI Coding Tools Keep Crashing When Building Websites? Root Cause Analysis & Practical Solutions
AI coding tools crashing when building websites? This article analyzes root causes including multi-window concurrency, API rate limiting, and network instability, with practical solutions.
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Tutorials·2 min
Claude Code Skill Creator in Practice: One-Click Test Skill Generation Tutorial
Learn how to use Claude Code's official Skill Creator to auto-generate test coverage report skills from natural language, covering creation, iterative optimization, and skill management workflows.
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Tutorials·2 min
Vibe Coding in Practice: Recreating Infinity Craft Element Alchemy Game with AI
A detailed guide on recreating Infinity Craft element synthesis game from scratch using Vibe Coding with Vite+React+DeepSeek LLM, covering architecture, caching, drag-and-drop, and AI integration.
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Tutorials·2 min
4 Ways to Keep AI Coding Tools Running Continuously: Scripts, Hooks, Orchestration, and Go Commands
4 methods to keep AI coding tools like Claude Code running continuously: Batch script loops, Hooks, external orchestration tools, and Go commands — with prompt tips.
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Product Reviews·2 min
Lovable vs Replit vs Base44: Which One Can Actually Ship an iPhone App?
30-day hands-on comparison of Lovable, Replit, and Base44 AI app builders — scoring prompt efficiency, iteration, integrations, and iOS deployment to reveal which can actually ship to the App Store.
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Expert Opinions·2 min
The Real Experience of AI Programming: A Developer's Firsthand Account of Capabilities, Limitations, and Proper Usage
Deep analysis of AI programming tools' real capabilities and limitations: CEO overhype, developer job market truth, vibe coding horror stories, and proven usage rules.
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Tutorials·2 min
AgentSpan in Practice: Building Persistent AI Agents in Python with Crash Recovery and Human Approval
Learn how AgentSpan enables AI Agent state persistence with crash recovery, human approval workflows, and seamless LangGraph integration. Full Python examples included.
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Tutorials·3 min
Figma Design to WeChat Mini Program: AI-Generated Full-Stack E-Commerce Project in Practice
Learn how AI auto-recognizes Figma designs to generate full-stack WeChat Mini Program e-commerce code, covering SKU management, shopping cart, WeChat Pay, and admin systems.
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Product Reviews·3 min
Deep Dive into RuoYi-Vue-Pro: Enterprise Java Development Platform with 36K+ Stars
Deep dive into RuoYi-Vue-Pro: Spring Boot + MyBatis Plus + Vue platform with 36K+ Stars, featuring RBAC, workflow, multi-tenancy, CRM, ERP, MES modules for enterprise Java development.
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