concepts · tweet · 1 min
Compound Engineering for Claude Code Improvement
Peter Yang · Feb 8, 2026
"Compound engineering is how you make Claude Code smarter every time you use it." Here's my new episode with Kieran where he demos his 4-step system to make Claude Code improve with every session:
Plan. Sub-agents research your codebase and best practices before any code is written.
Work. Claude asks clarifying questions, then builds the feature and writes tests.
Assess. Review agents check security, architecture, and code quality.
Compound. Learnings are captured so Claude never repeats mistakes.
Kieran is my favorite Claude Code power user and I promise you'll learn a lot too. Watch now
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