Topic
AI, Blockchain, IoT & transparency
Technology cannot create transparency in a system designed to obscure. Blockchain, IoT sensing and computer vision can make misreporting expensive and traceability continuous, but only where the system has been redesigned first. Adoption without redesign reproduces the existing opacity at higher cost.
The initiative has built and deployed the tools it writes about, including an AI routing application for SMEs in the North East of the UK and an analytics framework for palm oil certification.
That practical grounding shapes the argument in this pillar: technology is an amplifier of system design, not a substitute for it.
Technology
Beyond the hype. What Blockchain can and cannot do for supply chain transparency, and why the missing piece is system redesign rather than technology adoption.
Enquiries
The initiative takes enquiries on its findings, its teaching materials, and collaboration. Correspondence reaches the authors, not an account team.