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

**Published:** October 8, 2026
**Author:** Sreedevi Pandiyath Viswambaran
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/articles/adaptive-workflow-intelligence-a-cognitive-architecture-for-context-driv

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…

> From the original source: **arXiv — cs.AI**
> [Read full article at arXiv — cs.AI](https://arxiv.org/abs/2610.08793)

**Tags:** #arXiv

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