#secondary development methodology
45 related articles
·3 min
Exposing the 'Claude Fable 5' Scam: A Guide to Identifying Fake AI Products
"Claude Fable 5" doesn't exist. This guide exposes the AI scam's core red flags: fake version numbers, fabricated demos, "no-VPN China access" lies, and traffic funnel tactics.
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·7 min
Building an AI Agent from Scratch: Implementing Core Conversational Agent Features in Python
Learn AI Agent development from scratch. This tutorial covers LLMs and prompts, then builds a conversational agent in Python using the DeepSeek API with multi-turn dialogue and system prompts.
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·7 min
Vibecoding in Practice: How to Guide AI to Precisely Borrow from Open-Source Projects Without Going Off Track
In AI-assisted coding, having AI borrow from open-source projects often leads to wholesale copying. This article uses the GapGun audio tool as a case study to show how to set borrowing boundaries and guide AI precisely.
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·3 min
How MCP Enables AI Agents to Automatically Follow Design Systems
How MCP connects design systems with AI Agents for real-time spec queries and automatic compliance. Covers context engineering, MCP architecture, and AI-driven development.
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Six Practical AI Automation Agent Use …
·3 min
Six Practical AI Automation Agent Use Cases: From Project Management to Sales Support
An in-depth analysis of six AI Agent automation tools covering project management, information aggregation, brand monitoring, sales support, file organization, and meeting prep for real-world workflows.
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·3 min
Three-Layer Workflow Optimization for Claude Code: Requirements Extraction, HTML Specs, and Embedded Verification in Practice
Anthropic engineer Arno shares a Claude Code workflow: AI-driven requirements extraction, HTML specs over Markdown, and DOM-embedded verification to boost AI-assisted coding efficiency.
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·4 min
From Vibe Coding to Enterprise-Grade AI Programming: A Complete Progression Path with Practical Analysis
Deep analysis of Vibe Coding's limitations, comparison of Claude Code vs Codex, and a three-layer AI engineering methodology for progressing from casual AI coding to enterprise-grade development.
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·3 min
AI Engineering in Practice: From Vibe Coding to Enterprise-Grade Development
Explore three AI programming modes — Vibe Coding, Plan Mode, and AI Engineering — with practical comparisons of Claude Code, Codex, and domestic LLMs, plus SDD-driven enterprise development workflows.
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Sakana AI Launches Marlin: An AI Agent…
·3 min
Sakana AI Launches Marlin: An AI Agent That Autonomously Completes Strategic Research in 8 Hours
Sakana AI launches Marlin, its first commercial product — an autonomous strategic research assistant that completes deep research in 8 hours, targeting finance, consulting, and think tanks.
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·3 min
The Vibe Coding Four-Module Framework: A Complete Methodology from Fragmented Learning to Engineering Delivery
A deep dive into the Vibe Coding four-module framework: paradigm cognition, open-source customization, SDD, and project rules for real engineering delivery.
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·3 min
The AI Programming Era: How Ordinary People Can Build Software with AI Tools and Monetize It
AI programming tools empower anyone to build software independently. Learn the 3-step method: discover needs, collaborate with AI tools like Codex, and monetize your product.
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·3 min
12 Practical Tips for Vibe Coding with Trae SOLO: From Getting Started to Efficient Collaboration
12 practical tips for vibe coding with Trae SOLO covering agent selection, Plan mode, context management, custom rules, and more to build an efficient AI programming workflow.
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·3 min
Nexent Open-Source Platform: Zero-Code Auto-Generation of Production-Grade AI Agents
Deep dive into Nexent's open-source platform for zero-code production-grade AI Agent generation, covering Harness Engineering, built-in controls, use cases, and comparisons with AutoGen and CrewAI.
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·3 min
How Ordinary People Can Invest in SpaceX and OpenAI with Zero Barriers
How ordinary investors can access SpaceX, OpenAI and other top private companies through interval fund ARKVX and closed-end fund RV1 — no accredited investor status required.
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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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Tutorials·3 min
SDD (Specification-Driven Development) in Practice: AI Programming Methodology from Cursor to Claude Code
Deep dive into SDD (Specification-Driven Development) methodology covering Cursor and Claude Code in practice—from intelligent data querying to enterprise compliance platforms across four progressive projects.
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Tutorials·2 min
A Practical Methodology for Dissecting Industrial-Grade Agent Source Code with 3 IDEs Working in Tandem
Learn how to use Codex, Claude Code, and Cursor together to dissect industrial-grade Agent source code, with a reusable layer-by-layer methodology applied to OpenCloud.
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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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Product Reviews·3 min
Building a Paid Product Solo with AI: A Vibe Coding Retrospective
A designer built a Rive asset trading platform with 99% AI-generated code. Deep retrospective on Vibe Coding reveals AI development's real capabilities and time estimation gaps.
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Product Reviews·2 min
Atoms Cloud: Zero-Config Database, Auth, and Payment Integration for AI Full-Stack Development
Atoms Cloud uses AI to auto-detect project needs and zero-config enable databases, auth, Stripe payments, and deployment, helping indie devs turn demos into production-ready products fast.
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