What actually cuts a coding agent's token use: 19 measured studies
We measured what lowers Codex token usage over whole tasks. Prompts and retrieval barely helped; a structured workflow cut 87.56% on suitable migrations.
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Comparisons, install guides and fixes for Claude Code and Codex, most of them about Windows. Written by the people building AigoPilot.
6 articles
Codex
Claude CodeCodex vs Claude Code: which one, and when to run both
OpenAI Codex and Anthropic's Claude Code compared on Windows support, sandboxing, models, plans, limits and daily use. And why many people end up running both.
Read the articleClaude Code on Windows: install it, check it, fix the common errors
How to install Claude Code on Windows 10 and 11 with PowerShell, CMD, WinGet, npm or WSL, check that it works, and fix the errors people hit most.
Read the articleClaude Code vs Cursor: an agent in the terminal or an editor with an agent
Claude Code and Cursor compared on how they work, Windows support, models, pricing and usage limits, and how to use them together in the same project.
Read the articleThe best Claude Code GUIs for Windows
A fair list of graphical apps for Claude Code that run on Windows today: what each does, what it costs, which agents it supports, and which popular tools do not run on Windows.
Read the articleClaude Code notifications on Windows: get told when it finishes or needs you
Why Claude Code stays silent in Windows Terminal, and two ways to fix it: the terminal bell with a flashing taskbar, or a hook that shows a real Windows notification. Tested script included.
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