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Morning Edition · Saturday, November 14, 2026Published at 1:20 AM EST · New York
OpenAI Customers Put Agents on Legacy IT Portals and Product Analytics as New Research Targets Invalid Agent Actions
Shield's Forge agents navigate old administration portals for IT technicians and Amplitude says its Wave agent helps teams ship changes in one to two days, while a new arXiv paper trains agents to choose among valid actions instead of generating free-form tokens.
OpenAI published two enterprise case studies this week. Shield uses OpenAI models in its Forge agents, which navigate legacy portals on behalf of IT technicians so that people handle only the issues that need judgment. Amplitude says its Wa…
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Agentic AI Moves Into Enterprise and Government Workflows
Over the next 3-9 months, AI agents move from demos into real enterprise and public-sector workflows, with deployment success tied to domain and task understanding more than raw model capability.
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