Architect
Architect
Feb 28, 2026 · Artificial Intelligence

Designing Agent Tools: Key Lessons from Claude Code’s Action Space

This article distills the Claude Code team's hard‑won insights on building effective AI agents, highlighting why action‑space design outweighs model size, how structured questioning improves bandwidth, when to replace Todos with Tasks, and a repeatable seven‑step loop for evolving toolsets.

AI engineeringAction SpaceTooling
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Designing Agent Tools: Key Lessons from Claude Code’s Action Space