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paperAugust 2026Unreviewed

From Siloed Algorithms to Compliance-First Agentic Platforms: A Multi-Layered Architecture for Hospital AI Systems

Manideep Dhar, Ritwik Singh, Sharat Chandra Kumar Manikonda

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Abstract

Hospitals are rapidly adopting artificial intelligence for triage, imaging, scheduling etc., yet most deployments remain isolated point solutions locked inside departmental silos, resulting in duplicated effort, hidden risks, and unrealized enterprise value. Despite explosive growth of AI in healthcare market and accelerating investment, an estimated 70-80% of healthcare AI pilots fail to scale, largely due to governance gaps, fragmented data, and missing integration blueprints. This research pr

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Agentic Threats

Cite

@misc{dhar2026from,
  title = {{From Siloed Algorithms to Compliance-First Agentic Platforms: A Multi-Layered Architecture for Hospital AI Systems}},
  author = {Manideep Dhar and Ritwik Singh and Sharat Chandra Kumar Manikonda},
  year = {2026},
  month = aug,
  eprint = {2608.06112},
  archivePrefix = {arXiv},
  doi = {10.38124/ijisrt/26May1651},
  url = {https://arxiv.org/abs/2608.06112}
}