AI Development Articles
Browse 127 articles about AI Development.
Was Claude Opus 4.6 Nerfed? What Actually Happened
Developers complained for weeks that Opus 4.6 had quietly regressed. Here's what the evidence shows, what Anthropic said, and what Opus 4.7 fixes.
What Is the Claude.md File and Why It's the Most Important Part of Your AI Agent
The claude.md file acts as your AI agent's system prompt and memory. Learn how to write one that makes Claude Code produce consistent, high-quality results.
What Is a Dark Factory? The Concept of Fully Autonomous AI-Driven Codebases
A dark factory is a codebase where AI agents plan, build, test, and deploy code with no human review. Learn how it works and what it takes to build one.
7 Things You Must Do Before Deploying a Multi-User AI Agent
From model control to budget limits and eval frameworks, here are the seven production requirements every team needs before shipping an AI agent to real users.
How Google's New AGI Benchmark Measures Intelligence Across 10 Cognitive Dimensions
Google DeepMind's cognitive framework tests AI against human baselines across perception, reasoning, memory, and social cognition. Here's what it means for AGI.
How to Build an AI Dark Factory: Autonomous Code That Ships Itself
A dark factory hands your codebase entirely to AI agents. Learn the architecture, governance layers, and validation patterns needed to make it reliable.
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 Set Up Claude Code on Mac and Windows: Complete Installation Guide
Install Claude Code on Mac or Windows step by step. Covers VS Code, Git, Node.js, permissions, and connecting your Claude subscription to get started fast.
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.