📁 Categories: Development Techniques

I Had Codex and Antigravity Audit Code Built with Claude Code — Right Now, I Don't Think You Should Rely on Just One AI

I've been using Claude Code as my main development tool, but when I had Codex and Google Antigravity audit the same sites, they kept finding problems I had missed. Antigravity and Codex also found different kinds of issues, and each had its own tendency to overstate severity. This is about the limits of asking the same AI to review its own work, and the workflow I currently find realistic: keep Claude Code as the main tool, but deliberately have another AI review the finished result.

📅 📁 Development Techniques 👀 83 views

I Tried GitNexus with Claude Code. The Code Analysis Is Useful, but I'm Not Sure I'd Use It All the Time

I tried GitNexus, a code-analysis tool that connects to Claude Code through MCP, on a project I'm actively developing. The first analysis showed truncation limits that looked like a free-plan restriction but turned out to be built-in processing limits. Its taint analysis found zero security issues, though a manual check turned up one very minor one. The Wiki generation feature impressed me the most, while the two things that worried me were stale analysis results and the fact that uninstalling GitNexus doesn't automatically remove its instructions from CLAUDE.md.

📅 📁 Development Techniques 👀 96 views

Is Gemini Really the Best AI for Google Products? Why Claude Code Was Faster for Google Workspace

I used to assume Gemini would be the most reliable AI for Google Workspace questions, since it's Google's own product. Lately its answers kept describing screens and settings that no longer matched reality. It turns out knowledge cutoffs and inconsistent search grounding are part of the story, and Google Workspace itself changes fast enough to make things worse. Asking Claude Code to check current docs before making changes has often been the faster path — here's what changed in how I pick which AI to ask.

📅 📁 Development Techniques 👀 89 views

Claude Code Remote Control: Using Your PC Dev Environment from a Smartphone

Claude Code has a Remote Control feature that lets you operate a PC session from your phone or another browser. After Termux stopped running newer Claude Code versions, I finally gave Remote Control a real try — syncing chat between PC and phone in real time, keeping it always-on via /config, sending files both directions, and working around the rough edges with OneDrive. Here's what actually worked.

📅 📁 Development Techniques 👀 110 views

What Is “GPT-Style Writing”? The Telltale Patterns You Start Noticing in ChatGPT-Generated Text

ChatGPT's Japanese output has a well-known set of tells that people casually call “GPT構文”: line-by-line paragraph breaks, a long warm-up before the point, overused transition words, and dramatic “not X, it's Y” contrasts. But does English have the same tells, or different ones? This article walks through the Japanese patterns, then looks at what English-language discussions of AI writing actually flag — from the em dash to overused vocabulary like “delve” — and how to edit a ChatGPT draft back into something that sounds like you.

📅 📁 Development Techniques 👀 121 views