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Reading: OpenAI’s computer use team says agents just hit their scaling moment
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OpenAI’s computer use team says agents just hit their scaling moment

Two OpenAI researchers argue that agents able to drive any interface are finally fast and cheap enough for real enterprise work.

Techflier Staff
Last updated: October 28, 2026 5:37 am
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OpenAI’s Ari Weinstein and James Sun sit down with a16z’s Seema Amble and Fabrizio Serafini to argue that computer-using agents have reached their scaling point, with better models, faster execution and tighter safety controls making them practical.

The conversation covers how these agents already navigate legacy ERPs, reconcile financial data and run procurement software with no APIs or custom integrations, and why the harness around a model can matter as much as the model itself.

Google courts Mechanize with $1.5B license and talent deal
Reykjavik’s 50skills banks €5.3M to put agents inside HR teams
Cygrid leaves stealth with €2.66M to police what agents touch
Lemkin and O’Driscoll weigh a venture market chasing trillion-dollar outcomes
Superhuman buys Fathom to let assistants start the work
TAGGED:AI agentsautomationcomputer useenterprise softwareOpenAIventure capital
SOURCES:a16z
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