AI Development Articles
Browse 120 articles about AI Development.
What Is the Jagged Frontier? Why AI Models Improve Unevenly
The jagged frontier explains why AI models excel at hard tasks while failing simple ones. Understanding it helps you pick the right model for each job.
Claude Code Skills vs Slash Commands: When to Use Each
Claude Code Skills auto-invoke based on context while slash commands require manual triggers. Learn the difference and when each approach wins.
Claude Opus 4.7 Review: What's Actually New and Who Should Upgrade
Claude Opus 4.7 brings stronger agentic coding, visual reasoning, and document analysis. Here's what changed and whether it's worth switching.
How to Set Up a Claude.md File That Actually Works
The claude.md file is your AI agent's system prompt. Learn the five-question framework for writing one that keeps Claude focused across every session.
What Is a Dark Factory? The AI Coding Pattern That Ships Code Without Human Review
A dark factory is a codebase managed entirely by AI agents. Learn the five levels of AI coding autonomy and how to build one responsibly.
What Is Context Rot in AI Agents and How Do You Prevent It?
Context rot degrades AI agent output as sessions grow longer. Learn how skills, planning frameworks, and reference files keep Claude Code on track.
7 Things You Must Have Before Deploying an AI Agent to Production
Before shipping a multi-user AI agent, you need model control, guardrails, budget limits, and evals. Here's the production-readiness checklist that matters.
Claude Code Skills: How to Build Standard Operating Procedures for Your AI Agent
Claude Code skills are reusable process documents that load context at the right time. Learn how to build skills that produce expert-level outputs.
Claude Code vs Claude Co-Work: Which Should You Use for Your Business?
Claude Code and Claude Co-Work share the same engine but differ in interface and power. Learn which tool fits your workflow and when to use each.
Claude Opus 4.7 Benchmark Breakdown: Vision, Coding, and Financial Analysis
Claude Opus 4.7 posts major gains in visual reasoning, SWE-bench coding, and financial analysis. Here's what the benchmarks mean for real-world use cases.
Claude Sonnet 4 and Opus 4 Deprecation: How to Migrate Your API Calls
Anthropic retired Claude Sonnet 4 and Opus 4 on June 15, 2026. Calls to those model IDs now fail. Here is which models to move to and how to migrate.
Context Rot in AI Coding Agents: What It Is and How to Prevent It
Context rot degrades AI agent output quality as sessions grow longer. Learn how skills, planning frameworks, and file-based memory keep Claude Code on track.
GSD Framework for Claude Code: How to Plan and Build Full Applications
The GSD framework breaks large Claude Code projects into plan, execute, and verify phases. Learn when to use it and how it prevents context degradation.
How to Migrate From Claude Opus 4.6 to Opus 4.7
Opus 4.6 is being deprecated June 15, 2026. Here's a practical guide to migrating your workflows, API calls, and agents to Opus 4.7 without breaking things.
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.