#minimum viable delivery
53 related articles
·3 min
N2 Model as a Free Claude Code Alternative: Does Voice-Driven AI Coding Actually Work?
N2 model, built on Qwen 3.5, is completely free and integrates with Claude Code. Real-world tests show voice commands generating full landing pages, with AgentOS enabling shared memory and multi-model collaboration for zero-cost AI coding.
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·4 min
Superpowers: Installing Work Standards for Your AI Coding Assistant
How the Superpowers methodology constrains AI coding assistants through requirement clarification, task decomposition, TDD, and verification loops — with setup tips for Trae.
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·3 min
Monetizing Claude Code: 4 Proven Revenue Paths Broken Down
Deep breakdown of 4 monetization paths for Claude Code: AI-accelerated freelancing, shipping tools at scale, selling methodology, and content creation. Each path is validated with real examples.
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·3 min
AI Startup in Practice: A Complete Breakdown of $8,374 in Revenue from a $100 Investment in 13 Days
Robbie, an ordinary employee, used $100 and an AI Agent to launch a business, earning $8,374 in 13 days. A full breakdown of the path from failure to success, including AI-driven market analysis and a stunning 43.8% conversion rate.
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·4 min
Self-Study Guide to AI Agent Development: A Complete Path from Zero to Production
A practical self-study roadmap for AI Agent development: covering core skills, common pitfalls, phased learning plans, and interview prep to help developers go from concept collectors to builders.
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·3 min
Click and Drag to Code: The New Paradigm of AI Visual Programming
Explore how AI visual programming transforms development from writing code line-by-line to click-and-drag operations, and its impact on developers and the future of software.
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Tutorials·4 min
Cursor + Codex Dual-IDE Collaboration: A Practical Methodology for Open-Source Project Customization
A complete methodology for open-source project customization based on real-world experience, detailing the Cursor+Codex dual-IDE workflow, seven-stage process, MVP validation, and AI source code reading techniques.
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Expert Opinions·3 min
Burning Money on AI with Nothing to Show? Three Hidden Pitfalls a Developer Learned After Spending $140
A developer spent $140 in Tokens probing AI's limits and identified three hidden pitfalls: using cheap models, building spaghetti projects, and creating vanity products without demand validation.
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Tutorials·3 min
The Vibe Coding 6-Step Method: A Complete Process for Building Real Products with AI and Zero Coding Experience
A detailed guide to the Vibe Coding 6-Step Method: from requirements alignment and high-fidelity prototyping to technical planning, modular implementation, testing, and launch — helping non-coders build real products with AI.
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Tutorials·2 min
AI Agent Team Automating Short-Video Production: A Complete Workflow from Raw Material to Publishing
Learn how multiple AI Agents form a collaborative team to automate short-video production end-to-end—from material mining and script generation to video packaging and cross-platform RPA publishing.
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Product Reviews
How a 5-Person Team Reimagined the Ent…
·3 min
How a 5-Person Team Reimagined the Entire Software Development Workflow with Codex: A Real-World Case Study
How a 5-person fleet management team uses OpenAI Codex to revolutionize efficiency: non-technical staff build products independently, orchestrator pattern for layered scheduling, and verify-first mode for code quality.
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Tutorials·2 min
Building a Lucky Calendar Website with AI and Zero Code: From Idea to Launch
A creator with zero coding experience built and launched a Lucky Calendar website entirely through AI conversations. Full walkthrough from idea to deployment.
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Deep Dives·4 min
Can AI Agents Replace a Development Team? A Practical Guide for Non-Technical People
Can non-technical people use AI Agents to build virtual dev teams? From CEO Agent to Developer Agent, we analyze the theory vs. reality and offer a practical implementation guide.
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Product Reviews·3 min
Claude Code vs Codex Deep Dive: A Practical Guide to Choosing the Right AI Coding Tool
A comprehensive comparison of Claude Code and OpenAI Codex covering architecture, use cases, and benchmarks to help you choose the right AI coding tool.
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Tutorials·3 min
Cursor AI + Back4App Full-Stack Development in Practice: Build Production-Ready Web Apps with a Single Prompt
Learn how to use Cursor AI with Back4App to auto-build user auth, databases, and deploy a full finance tracker app using natural language — no backend code needed.
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Industry Insights·2 min
AI-Powered Website Design: Can It Really Put You Years Ahead of Competitors?
Lu Songsong uses AI to redesign his website backend, claiming years of design lead. This article analyzes AI-assisted web design's real impact, boundaries, and what truly drives product leadership.
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Tutorials·3 min
Multi-Agent Automated Coding Framework: A Deep Dive into Zero-Intervention Project Delivery
Deep dive into a multi-Agent automated coding framework using file state machines, scheduler orchestration, and multi-agent collaboration to achieve fully automated development from requirements to delivery in 3.5 hours with zero intervention.
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Tutorials·3 min
Zero Coding Experience to SaaS in 48 Hours: A Complete Breakdown of Reaching $20K MRR in 90 Days
Amazon seller Hassam, with zero coding experience, used Cursor to build SaaS product LaunchFast in 48 hours. Through an equity-for-distribution strategy, he hit $20K+ MRR in 90 days.
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Expert Opinions·2 min
Why Quitting Your Job to Start a Business Almost Never Works — Gradual Transition Is the Right Path
Serial entrepreneur Marc Lou argues that quitting your job to bootstrap with savings almost never works. Freedom kills productivity and financial pressure ruins decisions. Build a side project first, then switch.
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Product Reviews·2 min
OneDayBuild: Build Your SaaS Foundation in One Day and Get a Head Start on AI Entrepreneurship
OneDayBuild is a SaaS foundation toolkit for AI entrepreneurs, integrating auth, payments, AI model APIs, and more — compressing weeks of setup into one day.
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