Inference by Turing Post

OpenAI’s Michael Bolin on Codex, Harness Engineering, and the Real Future of Coding Agents

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Mar 17, 2026
Michael Bolin, tech lead for OpenAI’s open source Codex, explains the engineering layer that makes coding agents practical and safe. He discusses what a harness is, sandboxing across OSes, how agents reshape developer workflows, why docs/tests matter more, and why a small, powerful harness plus strong models is the winning combo.
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INSIGHT

Model Drives Experience But Harness Enables Reality

  • The model shapes the user experience but the harness determines whether the model can operate safely and effectively on a real developer's machine.
  • Michael Bolin emphasizes co-developing model and harness so tooling is usable in training and stays in-distribution at product time.
ADVICE

Sandbox Tool Calls Per Operating System

  • Constrain model actions with a harness that routes tool calls through OS-specific sandboxes to limit file and command access.
  • Codex uses Seatbelt on macOS, Bubble Wrap/SecComp/Landlock on Linux, and a custom Windows sandbox to enforce policies.
ANECDOTE

Usage Spiked After Model Refresh And App Launch

  • Codex usage jumped fivefold after model improvements and new interfaces like the VS Code extension and the standalone app.
  • Michael notes the app created a new 'mission control' surface for managing parallel conversations and diffs.
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