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AI Development & Programming: Build Apps with AI

Build smarter with AI-powered development. Code generation, app building, debugging, and test automation guides.

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Articles in AI Dev & Programming

What Is AI Context? — The "Reads but Doesn't Read" Reality of the 1M-Token Era

What Is AI Context? — The "Reads but Doesn't Read" Reality of the 1M-Token Era

In 2026, Claude Opus 4.7, GPT-5.5, Gemini 3.1 Pro, and DeepSeek V4-Pro all declared "1 million (1M) tokens" of context window. But independent benchmarks (multi-needle NIAH) show that only Gemini 3 Deep Think holds accuracy across the full 1M; the others start losing precision at 200K–400K. "Supports" and "actually reads to the end" are different things. This article walks through how context windows work, the May 2026 model lineup, what Lost in the Middle and Context Rot really are, the cost trap of OpenAI's long-context surcharge, and five practical saving tactics — "cut the session," "send excerpts," "restate at the end," "cache," "explicit addresses" — backed by real benchmark numbers.

What Is Next.js That AI Keeps Recommending? Complete Guide for React Beginners

What Is Next.js That AI Keeps Recommending? Complete Guide for React Beginners

Ask Claude Code or ChatGPT to build a web app and it almost always says "let's use Next.js." But what is Next.js, exactly? Is plain React not enough? This article gives you a complete breakdown — what Next.js is, why AI defaults to recommending it, how it differs from React, what SSR/SSG/ISR mean, App Router vs Pages Router, its relationship with Vercel, and how it compares to alternatives like Nuxt, Remix, and Astro — all updated for Next.js 16.2 (March 2026).

Claude Opus 4.7 Migration Guide --- Breaking Changes and How to Handle Them

Claude Opus 4.7 Migration Guide --- Breaking Changes and How to Handle Them

Claude Opus 4.7 shipped, and migrating from 4.6 comes with several breaking changes: extended thinking (enabled) is gone, temperature/top_p/top_k are gone, the new tokenizer produces up to 1.35x more tokens, thinking content is hidden by default, and prefill is gone. This article walks through every breaking change with Python and TypeScript Before/After snippets, behavioral changes, recommended settings, and a line-by-line migration checklist.

What Is PaaS (Vercel, etc.)? Shared Hosting vs VPS vs Cloud vs PaaS Compared

What Is PaaS (Vercel, etc.)? Shared Hosting vs VPS vs Cloud vs PaaS Compared

When you have AI write code for you, it keeps suggesting "just deploy to Vercel." But what is Vercel? How is it different from shared hosting or AWS? This article compares PaaS (Vercel and friends) against shared hosting, VPS, and cloud (IaaS) across cost, flexibility, and operational overhead. We also walk through the major services --- Vercel, Netlify, Render, Railway --- and show you which one fits your use case.

Will Claude Code and Codex Make Infrastructure & Network Engineers Obsolete? The Reality AI Is Reshaping

Will Claude Code and Codex Make Infrastructure & Network Engineers Obsolete? The Reality AI Is Reshaping

Now that Claude Code and OpenAI Codex can auto-generate infrastructure code (Terraform, Docker, Ansible, and more), some people are asking: "Are infrastructure engineers about to become obsolete?" The reality is more nuanced. This article maps out what AI is actually good at, the areas where only humans can take ownership — physical work, incident judgment, security accountability — and how infra engineers should evolve in the AI era.

AI Development for Complete Beginners — From Apps, Databases & Servers to Launching Your Service [Full Guide]

AI Development for Complete Beginners — From Apps, Databases & Servers to Launching Your Service [Full Guide]

Think programming is beyond you? In 2026, AI coding tools like Claude Code let anyone — even with zero IT knowledge — build and launch a web service. This guide breaks down IT fundamentals (apps, databases, servers), the difference between shared hosting, VPS, and cloud, and walks you through the entire AI-powered development workflow from planning to deployment.