The Brifly blog
Notes on AI coding agents, team memory, and shipping with Cursor, Claude Code, and Codex.
- ·5 min read
Cursor vs Claude Code vs Codex: which handles context best?
A practical comparison of how the three leading AI coding agents read your codebase, where they fall short, and what to do about it.
Read article → - ·4 min read
Stop writing docs for your AI agent. Record a walkthrough instead.
A 5-minute walkthrough captures more context than a 50-page wiki. Why your AI agent learns faster from a recording.
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How to write docs that AI coding agents can actually read
Most team docs are written for humans skimming on a Tuesday. Your agent needs something different. Here is what actually works.
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Onboarding engineers when half your team is an AI agent
Your new hire isn't writing code alone anymore. They're pairing with Cursor, Claude Code, or Codex from day one — and your onboarding hasn't caught up.
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Why Claude Code, Cursor, and Codex keep forgetting your codebase
AI coding agents don't have a memory problem because the models are dumb. They have it because nobody gave them a place to remember.
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