Angela and David in conversation
Professor Angela Aristidou recently appeared as a guest on Siliconsciousness, the DSR Network podcast hosted by David Rothkopf, to discuss how artificial intelligence can be deployed responsibly and effectively within organisations and why much of today’s debate misses the questions of governance.
The Siliconsciousness podcast focuses on the intersection of artificial intelligence, politics and public policy and Dr Aristidou was invited in recognition of her research on the real‑world use of AI for public good. During the conversation, Rothkopf described her work as addressing a key gap between abstract frameworks for AI and how the technology is actually implemented in businesses, governments and not‑for‑profit organisations.
Angela emphasised that many public anxieties around AI stem from treating it as a single, monolithic technology. In reality AI is a “cluster of technologies” with vastly different applications and risks.
Drawing on her co‑edited book The Digitalist Papers: AI and Democracy, Angela outlined her approach of “pragmatic optimism”: embracing AI’s potential while insisting on strong governance and human‑centred design. Rather than demonising AI, her research focuses on how institutions can set guardrails that allow innovation while protecting the values that underpin human flourishing.
A central theme of the discussion was Angela’s recent article in MIT Technology Review, which challenges how organisations evaluate AI. Many tools are promoted using narrow metrics such as speed, efficiency or performance compared with humans, but Angela argued these benchmarks are often misleading in real organisational settings.
Angela outlined several principles for more meaningful AI evaluation, including shifting attention from individual tasks to end‑to‑end workflows, and assessing AI’s impact over longer time horizons rather than initial “sink or swim” adoption phases. She also highlighted the importance of considering how humans can improve AI, not just the other way around.
The conversation also explored leadership and education. Angela described how many universities are redesigning curricula to prepare students to work effectively in human‑AI teams, focusing less on specific tools and more on decision‑making, trust, and accountability.
Finally, Angela reflected on her work with the not‑for‑profit sector, co‑authored with colleagues for the Stanford Social Innovation Review. The article shows how AI can be used to prioritise human relationships, for example by freeing staff from repetitive tasks so they can focus on communities they serve.
