Publications

Independent technical reports by Roopam W. Sure on enterprise AI governance, sovereign AI, governed knowledge systems, retrieval-augmented generation, agentic AI, and AI platform architecture.

Enterprise AI Is a Platform Problem: GKS-5, A Reference Architecture for Governed Knowledge Systems

Roopam W. Sure · Independent technical report · May 2026

GKS-5 introduces a five-layer reference architecture for governed enterprise AI knowledge systems. It focuses on ingestion, storage and semantic indexing, retrieval, model orchestration, application integration, and cross-layer controls such as metadata, authorization, freshness, observability, evaluation, and versioning.

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AGL-1: The Enterprise AI Governance Layer as a Control Plane for Trusted Enterprise Intelligence

Roopam W. Sure · Independent technical report · June 2026

AGL-1 introduces a vendor-neutral control-plane model for governing retrieval, memory, policy, provenance, observability, and agentic execution in enterprise AI systems.

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CAGE-1: Control, Assurance, and Governance Evaluation for Enterprise Agentic AI

Roopam W. Sure · Independent technical report · July 2026

CAGE-1 introduces an evaluation framework for assessing whether enterprise AI agents are ready for deployment across authority, policy enforcement, retrieval trust, memory integrity, tool safety, auditability, human oversight, conflict handling, safe failure, operational readiness, business fitness, and Prebind Assurance.

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