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Vilma Saari

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Engineering a Governance-Aware AI Sandbox: Design, Implementation, and Lessons Learned

This work designs and operationalizes a governance-aware, multi-tenant AI sandbox that supports structured experimentation and produces reusable evaluation evidence across stakeholders and yields lessons learned and practical considerations that inform deployment and future evolution of governance-aware sandbox platforms.

Muhammad Waseem, M. Islam, Md Nasir Uddin Shuvo et al. · 0 citations
#computer vision Preprint Aug 2026

AI Sandbox: Technical Report

This work presents the design and implementation of a governance-aware, multi-tenant AI sandbox for structured experimentation and the generation of reusable evaluation evidence across projects and stakeholder groups.

Muhammad Waseem, M. Islam, Md Nasir Uddin Shuvo et al. · 0 citations

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