Beyond Human-in-the-Loop
Artificial intelligence is changing the way industrial organisations operate, but the real challenge lies not in adopting AI, but in governing it responsibly. Shane McArdle, CEO of Falkor, explores why the oil and gas industry must begin building the decision-making frameworks today that will enable AI to operate safely, effectively and at scale in the future.
Drawing on the story of Singapore’s long-term investment in water independence, Shane presents a compelling analogy for industrial AI. Just as resilient infrastructure was built before the crisis arrived, organisations must now invest in the governance, trust and operational foundations that will support the next generation of AI-enabled operations. Waiting until the technology becomes business critical will be too late.
The presentation examines the industry’s evolution from today’s human-in-the-loop approach towards a future human-on-the-loop operating model. Rather than replacing people, AI is positioned as a means of expanding human capability by taking responsibility for high-volume, repeatable and data-driven decisions, while experienced professionals retain oversight, accountability and responsibility for safety-critical judgement.
Central to the discussion is Falkor‘s decision distribution framework, which distinguishes between agent-led and human-led decisions while connecting both through a governance layer built on trusted data, contextual information, documented workflows and industrial intelligence. The presentation also highlights the importance of creating a shared digital foundation that unifies operational data, engineering information and business systems to support intelligent decision-making across complex assets.
Explore the full presentation to learn more about Falkor‘s vision for AI governance and the future of industrial decision-making.


