Code Quality
16 guides tagged “Code Quality”.
- Can AI-Generated Code Be Detected? No reliable way to detect AI-generated code exists. Detectors claim high accuracy but mislabel human code and are easy to evade. What actually works instead.
- How to Prevent AI Code Detectors From Flagging Your Code AI code detectors flag style, not origin. Learn what makes code look machine-generated, how to write code that doesn't get flagged, and when hiding it is the wrong move.
- What Watermarks Do LLMs Leave in Generated Code? Text watermarks like SynthID-Text and Claude's watermark exist — but code has no deployed watermark yet. Here's how watermarking works and why code resists it.
- How to Write Comments That AI Assistants Actually Read and Use AI assistants read your comments to understand intent and constraints. But they ignore noise and copy bad patterns. Here's what to write — intent over mechanics, constraints over descriptions, and contracts over implementation.
- How to Name Things So AI Assistants Generate Better Code AI assistants pattern-match on your existing names. Inconsistent naming produces inconsistent AI-generated code. Here's the naming system — descriptive, searchable, consistent — that makes AI assistants generate code that fits your project.
- How to Stop AI Assistants from Duplicating Code Across Your Project AI assistants can't see your entire codebase, so they duplicate validation, formatting, and helper functions everywhere. Here's how to find duplication, extract shared code, and prevent the AI from copying itself again.
- How to Work With an AI Coding Assistant Without Creating a Mountain of Tech Debt AI assistants generate code fast — and generate tech debt faster. Duplicated logic, dead code, over-engineered abstractions. Here's the system for catching these before they accumulate: review, deduplicate, simplify, delete.
- Why Does the AI's Code Keep Failing Linting (and How to Fix It)? Your AI assistant generates code that fails every lint rule. Here's why, which rules to enforce in CI, and how to auto-fix the AI's output before it merges.
- How to Make Your Codebase AI-Friendly: A Complete Guide Your AI assistant is only as good as the codebase it reads. Structure files for context windows, name things consistently, and write comments the AI actually uses. Complete practical guide for making any codebase AI-friendly.
- How to Simplify Overly Complex AI-Generated Functions (Without Breaking Them) AI assistants over-engineer everything — factory patterns for one implementation, abstract classes for nothing, 5 nested conditionals for a yes/no. Here's how to simplify AI-generated code to match the actual complexity of the problem.
- How to Refactor AI-Generated Code Without Breaking Your App Your AI assistant wrote a 400-line function and you need to clean it up. Here's the step-by-step refactoring loop that keeps tests green — one small change at a time, with the diff you can actually review.
- How to Find and Remove Dead Code Your AI Assistant Left Behind AI assistants leave dead functions, unused imports, and abandoned abstractions everywhere. Here's how to find dead code with grep and IDE tools, delete it safely, and stop the AI from generating more.
- Software Engineering for AI Builders: The Concepts Your Coding Assistant Won't Teach You Your AI writes the code, but it doesn't teach you testing, architecture, databases, or Git. Learn every software engineering concept you need to go from vibecoding to shipping. 45+ linked guides.
- What Is Refactoring (and How Do You Do It Without Breaking Everything)? Refactoring restructures code without changing behavior. Learn the rule that makes it safe and how to use AI for it without breaking your app.
- What Is AI Code Validation? AI code validation is the process of verifying that code generated by an AI assistant is correct, secure, and fit for production. Learn what to check and how.
- What Is Linting (and Why Does the AI's Code Keep Failing It)? A linter checks code for bugs, style problems, and dangerous patterns before it runs. Learn how to set one up and why AI-generated code needs it.