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arXiv — cs.AI

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Adaptive Workflow Intelligence: A Cognitive Architecture for Context-Driven Enterprise Automation

Enterprise systems increasingly rely on automated workflows, yet many AI-driven solutions remain brittle under non-stationary conditions, evolving policies, and delayed operational feedback. While reinforcement learning and large language model (LLM) agents offer partial…

arXiv — cs.AIBy: Sreedevi Pandiyath ViswambaranOctober 8, 2026 (Oct 8)
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AI Summary & Key Takeaways

  • Enterprise systems increasingly rely on automated workflows, yet many AI-driven solutions remain brittle under non-stationary conditions, evolving policies, and delayed operational feedback
  • While reinforcement learning and large language model (LLM) agents offer partial…
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Adaptive Workflow Intelligence: A Cognitive Architecture for Context-Driven Enterprise Automation

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