Practical AI systems for small businesses. Real workflows, automation and measurable results. Building Business Systems Lab with Codex — in public, no hype.
Exactly. Model upgrades can improve fluency and speed while leaving the operating risk unchanged. The harness determines what the agent can know, do and commit—and whether the business can audit, interrupt and recover when the answer is wrong.