Author

Niko Mäkitalo

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#artificial intelligence Book Open access Nov 2023

Examining Privacy and Trust Issues at the Edge of Isomorphic IoT Architectures: Case Liquid AI

This research highlights the heightened threats to data integrity and stakeholder trust in these evolving ecosystems through an intensive examination of the literature, initiating a pioneering discourse emphasizing fostering a foundation for developing secure and trustworthy Liquid AI environments.

M. Agbese, Niko Mäkitalo, Muhammad Waseem et al. · IoT · 6 citations · ⚡1

#computer vision Conference Open access Feb 2026

Carbon-Aware Governance Gates: An Architecture for Sustainable GenAI Development

Carbon-Aware Governance Gates (CAGG), an architectural extension that embeds carbon budgets, energy provenance, and sustainability-aware validation orchestration into human-AI governance layers, is proposed.

M. Abbasi, T. Mikkonen, Petri Ihantola et al. · 2026 IEEE 23rd International... · 0 citations