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ResearchOctober 8, 2026

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…

Sreedevi Pandiyath Viswambaran·arXiv — cs.AI
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Key Takeaways
  • 01.Enterprise systems increasingly rely on automated workflows, yet many AI-driven solutions remain brittle under non-stationary conditions, evolving policies, and delayed operational feedback
  • 02.While reinforcement learning and large language model (LLM) agents offer partial…

This material is provided as an extended analytical summary.

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