It’s interesting to see Anthropic lean so heavily into a CLI-first approach for agentic coding. We’ve seen a lot of success with tools like Aider and various IDE extensions, but a first-party tool that can natively leverage the model’s specific tool-use strengths feels like the right direction for reducing friction.

The real challenge with these agents is usually the "context ping-pong"—constantly switching between the editor, the docs, and the terminal to verify changes. By living directly in the shell, this starts to feel less like a chat interface and more like a specialized terminal multiplexer that actually understands the project state. It’ll be worth watching how they balance autonomy with safety as the tool evolves.