AI Development Articles
Browse 120 articles about AI Development.
How to Build a Hybrid AI Architecture: Local Models + Cloud Frontier Models
Use frontier models like Claude Opus for complex reasoning and local open-source models for classification, embeddings, and transcription to maximize ROI.
How to Run Local AI Models with Claude Code to Cut Costs by 10x
Offloading embeddings, transcription, and classification to local open-source models can reduce your AI agent costs from hundreds to just a few dollars a month.
What Are Claude Code Skills and How Do They Work?
Claude Code Skills are reusable process documents that load context at the right time. Learn how to build skills that produce expert-level AI outputs.
What Is the Claude.md File and Why Does It Matter for AI Agents?
The claude.md file acts as your AI agent's system prompt, loaded at the start of every session. Learn how to write one that actually improves output quality.
The Abstraction Ladder: From Assembly to TypeScript to Spec
Every generation of programming moves up in abstraction. Here's how annotated specs fit into that history and why the shift is happening now.
The Case for Browser-Based Development Environments
Local dev environments are painful to set up and share. Here's why browser-based environments are becoming the default for modern app development.
Claude Code Agent Teams: How to Run Multiple AI Agents in Parallel on the Same Project
Claude Code agent teams let frontend, backend, and testing agents collaborate in real time. Learn when to use teams vs sub-agents and how to configure them.
Claude Skills vs Slash Commands: When to Use Each in Your Agentic Workflows
Claude Skills auto-invoke based on context while slash commands require manual triggers. Learn the difference and when each approach produces better results.
GLM 5.1: The Open-Source Model That Matches GPT and Claude on Coding
GLM 5.1 is a 754B open-weight model from ZAI that rivals GPT-5.4 and Claude Opus on coding benchmarks. Here's what it means for developers building with AI.
How AI Is Changing What It Means to Be a Developer in 2026
AI tools are reshaping how software gets built. Here's an honest look at what's changing for developers — and what still requires human judgment.
How to Build an App With AI Features Built In
A practical guide to building apps that use AI natively — covering image generation, content processing, autonomous tasks, and model selection.
How to Install Claude Code on Mac and Windows (One-Line Command)
The one-line installer is curl -fsSL https://claude.ai/install.sh | bash. Here's what that command does, the npm alternative, and the full Mac and Windows setup.
The Indie Hacker's Guide to Shipping Full-Stack Apps With AI
A practical guide for indie hackers who want to ship production apps faster using AI tools — covering what actually works and what wastes your time.
Is Vibe Coding Good Enough for Production Apps?
Vibe coding gets apps built fast. But is the output reliable enough for real users? Here's an honest assessment of where it works and where it breaks.
The Next Level of Abstraction: Why Software Is Moving Beyond Code
Every generation of programming moves up in abstraction. Here's why the next level looks like structured prose rather than syntax.
Progressive Disclosure in AI Agents: How to Load Context Without Killing Output Quality
Loading too much context at once causes context rot. Progressive disclosure loads reference files only when needed, keeping Claude focused and outputs sharp.
Why the Source of Truth in Software Development Is Changing
For decades, code was the source of truth. That's changing. Here's why specs are becoming the new source of truth and what that means for developers.
What Is Git? Version Control Explained for Non-Developers
Git tracks changes to code so you can collaborate and roll back mistakes. Here's what it is, how it works, and why every app should use it.
What Is TypeScript? Why Developers Use It Instead of JavaScript
TypeScript adds types to JavaScript to catch errors before runtime. Here's what it is, why developers use it, and what it means for full-stack apps.
What Makes a Good App Spec? A Framework for Technical Builders
Not all specs are equal. Here's a practical framework for writing specs that compile cleanly — covering structure, annotations, edge cases, and scope.