How can artificial intelligence, and specifically machine learning, be used to combat climate change? In an ambitious recent report, machine learning researchers provided a detailed overview of the ways that their work can be applied to both climate mitigation and adaptation efforts. The massive collaboration, titled “Tackling Climate Change with Machine Learning,” involved 22 authors from 16 of the world's top AI institutions. On Not Cool episodes 16 and 17, Ariel speaks directly to some of the...
Oct 22, 2019•1 hr 27 min
Despite the global scale of the climate crisis, its impacts will vary drastically at the local level. Not Cool Episode 15 looks at the unique struggles facing different communities — both human and non-human — and the importance of equity in climate adaptation. Ariel is joined by Astrid Caldas, a senior climate scientist at the Union of Concerned Scientists, to discuss the types of climate adaptation solutions we need and how we can implement them. She also talks about biodiversity loss, ecologi...
Oct 17, 2019•35 min
As the world nears the warming limit set forth by international agreement, carbon emissions have become a costly commodity. Not Cool episode 14 examines the rapidly expanding domain of carbon finance, along with the wider economic implications of the changing climate. Ariel is joined by Filippo Berardi, an environmental management and international development specialist at the Global Environment Facility (GEF). Filippo explains the international carbon market, the economic risks of not addressi...
Oct 15, 2019•41 min
What is ecosystem-based adaptation, and why should we be implementing it? The thirteenth episode of Not Cool explores how we can conserve, restore, and manage natural ecosystems in ways that also help us adapt to the impacts of climate change. Ariel is joined by Val Kapos, Head of the Climate Change and Biodiversity Programme at UN Environment’s World Conservation Monitoring Center, who explains the benefits of ecosystem-based adaptation along with some of the strategies for executing it. Val al...
Oct 10, 2019•32 min
Stuart Russell is one of AI's true pioneers and has been at the forefront of the field for decades. His expertise and forward thinking have culminated in his newest work, Human Compatible: Artificial Intelligence and the Problem of Control. The book is a cornerstone piece, alongside Superintelligence and Life 3.0, that articulates the civilization-scale problem we face of aligning machine intelligence with human goals and values. Not only is this a further articulation and development of the AI ...
Oct 08, 2019•1 hr 8 min
We know that climate change has serious implications for human health, including the spread of vector-borne disease and the global increase of malnutrition. What we don’t yet know is how expansive these health issues could become or how these problems will impact social stability. On episode 12 of Not Cool, Ariel is joined by Kris Ebi, professor at the University of Washington and founding director of its Center for Health and the Global Environment. Kris explains how increased CO2 affects crop ...
Oct 08, 2019•31 min
While a single extreme weather event can wreak considerable havoc, it's becoming increasingly clear that such events often don't occur in isolation. Not Cool Episode 11 focuses on compound weather events: what they are, why they’re dangerous, and how we've failed to prepare for them. Ariel is joined by Jakob Zscheischler, an Earth system scientist at the University of Bern, who discusses the feedback processes that drive compound events, the impacts they're already having, and the reasons we've ...
Oct 03, 2019•25 min
One of the most obvious markers of climate change has been the increasing frequency and intensity of extreme weather events in recent years. In the tenth episode of Not Cool, Ariel takes a closer look at the research linking climate change and extreme events — and, in turn, linking extreme events and socioeconomic patterns. She’s joined by Stephanie Herring, a climate scientist at the National Oceanic and Atmospheric Administration whose work on extreme event attribution has landed her on Foreig...
Oct 01, 2019•33 min
Most of us working on catastrophic and existential threats focus on trying to prevent them — not on figuring out how to survive the aftermath. But what if, despite everyone’s best efforts, humanity does undergo such a catastrophe? This month’s podcast is all about what we can do in the present to ensure humanity’s survival in a future worst-case scenario. Ariel is joined by Dave Denkenberger and Joshua Pearce, co-authors of the book Feeding Everyone No Matter What, who explain what would constit...
Sep 30, 2019•50 min
In her speech at Monday’s UN Climate Action Summit, Greta Thunberg told a roomful of global leaders, “The world is waking up.” Yet the science, as she noted, has been clear for decades. Why has this awakening taken so long, and what can we do now to help it along? On Episode 9 of Not Cool, Ariel is joined by Andy Revkin, acclaimed environmental journalist and founding director of the new Initiative on Communication and Sustainability at Columbia University’s Earth Institute. Andy discusses the i...
Sep 26, 2019•37 min
On the eighth episode of Not Cool, Ariel tackles the topic of climate policy from the local level to the federal. She's joined by Suzanne Jones: the current mayor of Boulder, Colorado, but also public policy veteran and climate activist. Suzanne explains the climate threats facing communities like Boulder, the measures local governments can take to combat the crisis, and the ways she’d like to see the federal government step up. She also discusses the economic value of going green, the importanc...
Sep 24, 2019•37 min
The impacts of the climate crisis don’t stop at rising sea levels and changing weather patterns. Episode 7 of Not Cool covers the national security implications of the changing climate, from the economic fallout to the uptick in human migration. Ariel is joined by Lindsay Getschel, a national security and climate change researcher who briefed the UN Security Council this year on these threats. Lindsay also discusses how hard-hit communities are adapting, why UN involvement is important, and more...
Sep 20, 2019•23 min
What is geoengineering, and could it really help us solve the climate crisis? The sixth episode of Not Cool features Dr. Alan Robock, meteorologist and climate scientist, on types of geoengineering solutions, the benefits and risks of geoengineering, and the likelihood that we may need to implement such technology. He also discusses a range of other solutions, including economic and policy reforms, shifts within the energy sector, and the type of leadership that might make these transformations ...
Sep 17, 2019•45 min
In his Research Agenda v0.9: Synthesizing a human's preferences into a utility function, Stuart Armstrong develops an approach for generating friendly artificial intelligence. His alignment proposal can broadly be understood as a kind of inverse reinforcement learning where most of the task of inferring human preferences is left to the AI itself. It's up to us to build the correct assumptions, definitions, preference learning methodology, and synthesis process into the AI system such that it wil...
Sep 17, 2019•1 hr 17 min
Planning for climate change is particularly difficult because we're dealing with such big unknowns. How, exactly, will the climate change? Who will be affected and how? What new innovations are possible, and how might they help address or exacerbate the current problem? Etc. But we at least know that in order to minimize the negative effects of climate change, we need to make major structural changes — to our energy systems, to our infrastructure, to our power structures — and we need to start n...
Sep 12, 2019•28 min
The reality is, no matter what we do going forward, we’ve already changed the climate. So while it’s critical to try to minimize those changes, it’s also important that we start to prepare for them. On Episode 4 of Not Cool, Ariel explores the concept of climate adaptation — what it means, how it’s being implemented, and where there’s still work to be done. She’s joined by Jessica Troni, head of UN Environment’s Climate Change Adaptation Unit, who talks warming scenarios, adaptation strategies, ...
Sep 10, 2019•25 min
What is a climate tipping point, and how do we know when we’re getting close to one? On Episode 3 of Not Cool, Ariel talks to Dr. Tim Lenton, Professor and Chair in Earth System Science and Climate Change at the University of Exeter and Director of the Global Systems Institute. Tim explains the shifting system dynamics that underlie phenomena like glacial retreat and the disruption of monsoons, as well as their consequences. He also discusses how to deal with low certainty/high stakes risks, wha...
Sep 05, 2019•38 min
On the second episode of Not Cool, Ariel delves into some of the basic science behind climate change and the history of its study. She is joined by Dr. Joanna Haigh, an atmospheric physicist whose work has been foundational to our current understanding of how the climate works. Joanna is a fellow of The Royal Society and recently retired as Co-Director of the Grantham Institute on Climate Change and the Environment at Imperial College London. Here, she gives a historical overview of the field of...
Sep 03, 2019•28 min
On the premier of Not Cool, Ariel is joined by John Cook: psychologist, climate change communication researcher, and founder of SkepticalScience.com. Much of John’s work focuses on misinformation related to climate change, how it’s propagated, and how to counter it. He offers a historical analysis of climate denial and the motivations behind it, and he debunks some of its most persistent myths. John also discusses his own research on perceived social consensus, the phenomenon he’s termed “climat...
Sep 03, 2019•36 min
In this short trailer, Ariel Conn talks about FLI's newest podcast series, Not Cool: A Climate Conversation. Climate change, to state the obvious, is a huge and complicated problem. Unlike the threats posed by artificial intelligence, biotechnology or nuclear weapons, you don’t need to have an advanced science degree or be a high-ranking government official to start having a meaningful impact on your own carbon footprint. Each of us can begin making lifestyle changes today that will help. We sta...
Sep 03, 2019•4 min
Discussions of Chinese artificial intelligence often center around the trope of a U.S.-China arms race. On this month’s FLI podcast, we’re moving beyond this narrative and taking a closer look at the realities of AI in China and what they really mean for the United States. Experts Helen Toner and Elsa Kania, both of Georgetown University’s Center for Security and Emerging Technology, discuss China’s rise as a world AI power, the relationship between the Chinese tech industry and the military, an...
Aug 30, 2019•49 min
"In July 2017, The State Council of China released the New Generation Artificial Intelligence Development Plan. This policy outlines China’s strategy to build a domestic AI industry worth nearly US$150 billion in the next few years and to become the leading AI power by 2030. This officially marked the development of the AI sector as a national priority and it was included in President Xi Jinping’s grand vision for China." (FLI's AI Policy - China page) In the context of these developments and an...
Aug 16, 2019•1 hr 12 min
Does the climate crisis pose an existential threat? And is that even the best way to formulate the question, or should we be looking at the relationship between the climate crisis and existential threats differently? In this month’s FLI podcast, Ariel was joined by Simon Beard and Haydn Belfield of the University of Cambridge’s Center for the Study of Existential Risk (CSER), who explained why, despite the many unknowns, it might indeed make sense to study climate change as an existential threat...
Aug 01, 2019•1 hr 10 min
In this podcast, Lucas spoke with Jade Leung from the Center for the Governance of AI (GovAI). GovAI strives to help humanity capture the benefits and mitigate the risks of artificial intelligence. The center focuses on the political challenges arising from transformative AI, and they seek to guide the development of such technology for the common good by researching issues in AI governance and advising decision makers. Jade is Head of Research and Partnerships at GovAI, where her research focus...
Jul 22, 2019•1 hr 14 min
Nuclear weapons testing is mostly a thing of the past: The last nuclear weapon test explosion on US soil was conducted over 25 years ago. But how much longer can nuclear weapons testing remain a taboo that almost no country will violate? In an official statement from the end of May, the Director of the U.S. Defense Intelligence Agency (DIA) expressed the belief that both Russia and China were preparing for explosive tests of low-yield nuclear weapons, if not already testing. Such accusations cou...
Jun 28, 2019•38 min
In this month’s podcast, Ariel spoke with Ashley Llorens, the Founding Chief of the Intelligent Systems Center at the John Hopkins Applied Physics Laboratory, and Francesca Rossi, the IBM AI Ethics Global Leader at the IBM TJ Watson Research Lab and an FLI board member, about developing AI that will make us safer, more productive, and more creative. Too often, Rossi points out, we build our visions of the future around our current technology. Here, Llorens and Rossi take the opposite approach: l...
May 31, 2019•39 min
Consciousness is a concept which is at the forefront of much scientific and philosophical thinking. At the same time, there is large disagreement over what consciousness exactly is and whether it can be fully captured by science or is best explained away by a reductionist understanding. Some believe consciousness to be the source of all value and others take it to be a kind of delusion or confusion generated by algorithms in the brain. The Qualia Research Institute takes consciousness to be some...
May 23, 2019•1 hr 27 min
It’s not just about the natural world. The side effects of climate change remain relatively unknown, but we can expect a warming world to impact every facet of our lives. In fact, as recent research shows, global warming is already affecting our mental and physical well-being, and this impact will only increase. Climate change could decrease the efficacy of our public safety institutions. It could damage our economies. It could even impact the way that we vote, potentially altering our democraci...
Apr 30, 2019•51 min
The space of AI alignment research is highly dynamic, and it's often difficult to get a bird's eye view of the landscape. This podcast is the second of two parts attempting to partially remedy this by providing an overview of technical AI alignment efforts. In particular, this episode seeks to continue the discussion from Part 1 by going in more depth with regards to the specific approaches to AI alignment. In this podcast, Lucas spoke with Rohin Shah. Rohin is a 5th year PhD student at UC Berke...
Apr 25, 2019•1 hr 7 min
The space of AI alignment research is highly dynamic, and it's often difficult to get a bird's eye view of the landscape. This podcast is the first of two parts attempting to partially remedy this by providing an overview of the organizations participating in technical AI research, their specific research directions, and how these approaches all come together to make up the state of technical AI alignment efforts. In this first part, Rohin moves sequentially through the technical research organi...
Apr 11, 2019•1 hr 17 min