Why AI Coding Works in Some Projects and Fails in Others
Learn why AI coding succeeds in clean codebases and fails in messy ones, plus how TDD, types, linting, and tests improve results.
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Stop Shipping AI-Generated Code Without Doing This 4-Step Review Process
Introduction AI coding agents are changing the way developers build software. Tools like Claude Code, GitHub Copilot, and Cursor can scaffold entire features in minutes — migrations, services, models, and all. It feels like a superpower. But here’s the problem: most developers treat the moment the agent stops typing as the finish line. They skim…
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Claude Code Planning Tools Compared: Plan Mode vs Grill Me vs Superpowers
Introduction The quality of AI-generated code doesn’t start with the prompt — it starts with the plan. If you’ve ever fired a vague request at an AI agent and wondered why the output missed half your requirements, the problem wasn’t the model. It was the lack of context, constraints, and edge cases you gave it…
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How AI Engineers Actually Write Code: Plan, Review, QA, Repeat
AI coding isn’t “prompt and ship.” Learn the real workflow AI engineers use: plan with PRDs, review AI code, and QA before release.
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I Let Claude Code Scaffold My Entire Node.js API — Here’s Where It Silently Failed
I asked Claude Code to scaffold a full Node.js TypeScript API in one prompt. The structure was great — but every major dependency was outdated. Here’s what went wrong.
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The Viral Karpathy Claude.md File: Here’s the Honest Truth About What It Actually Is
The viral Claude.md repo has 70K GitHub stars. But what does it actually do? An honest breakdown of the 4 principles, the hype, and how to use it properly.
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How to Write Better GitHub Copilot Prompts: 7 Rules That Actually Work
Learn the 7 essential rules for writing better GitHub Copilot prompts. Includes tips on context, examples, iteration, and Prompt Files for teams.
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How to Use Claude Code Instructions and Memory: The Complete Setup Guide
Learn how to use CLAUDE.md, multi-file rule systems, and /memory in Claude Code to give your AI permanent project context. Full setup guide with examples.
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Stop Repeating Yourself: The Complete Guide to GitHub Copilot Custom Instructions
GitHub Copilot Custom Instructions solve this problem by letting you define persistent context that’s automatically injected into every Copilot request. Set it up once, and Copilot always knows how you work.
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How to Build an Apollo MCP Server in 10 Minutes and Connect AI to NASA’s API
MCP stands for Model Context Protocol — an open standard that defines how applications provide context and data access to AI models and LLMs
