Diff-Driven Agent Coding Workflow

Diving deeper into

Zach Lloyd, CEO of Warp, on the 3 phases of AI coding

Interview
The most useful view for coding with agents is a diff view
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This shifts the developer’s job from typing code to approving machine generated changes. Once an agent can touch many files and run commands on its own, the highest value screen is the one that shows exactly what changed, file by file and line by line. That is why Warp pulls in a code review style diff and a lightweight file tree, while leaving heavier hand coding features in the background.

  • Warp’s product is built around this review loop. Its agent can edit code, execute commands, and work across indexed repositories, while users track activity in a sidebar and review generated changes in an embedded editor instead of living in a traditional text editor all day.
  • Cursor and Windsurf started from VS Code, so they inherit the best interface for manual editing and extension rich workflows. But both are moving toward agent mode, parallel agents, terminal access, and chat driven orchestration, which shows the center of gravity moving away from raw text editing toward supervising output.
  • Replit represents the third path, where coding, deployment, and collaboration sit in one browser workspace. That matters because once agents generate more of the code, the winning product looks less like a better editor and more like a place to review changes, test them, ship them, and share them with a team.

The interfaces are converging on the same shape, a prompt surface to assign work, a diff surface to inspect what happened, and a runtime surface to test and deploy it. The products that win will make review fast and trustworthy, because agentic coding turns code generation into a volume problem and diff review is how developers keep control.