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Figure 5 is the second key result of our work. It demonstrates a robust route to decomposing the contributions to the overall chiral optical signal, originating from interfering pathways encoding different topological charge. The decomposition relies on straightforward Fourier analysis of the far-field image. Given the ability to precisely control the orientation of the polarization ellipse of the incident infrared light, chiral topological light generated by such infrared drivers stands out as a robust probe of molecular chirality, capable of inducing strongly enantiosensitive total intensity signals as well as giant rotations of intense spectral features.

The concept of chiral topological light introduced here is not limited to vortex beams: other members of the larger family of structured light beams32,33,34 can be used to create locally and globally chiral topological light. We envision using tightly focused radially polarized beams, which are known to posses strong longitudinal components35, central to the concept of local chirality. Skyrmionic beams36,37 could also be used, for example to induce topological distributions with radially dependent topological charges. From the perspective of structured light32,33,34,38 the temporally chiral vortex introduced here represents a new kind of polarization singularity, which could be analysed by extending the current framework from monochromatic 3D fields39,40 to polychromatic 3D fields13,41,42.

Our method is not limited to high harmonics. Its extension to low-order parametric processes such as chiral sum-frequency generation43 has potential for non-destructive enantiosensitive imaging in the ultraviolet region and for exploiting intrinsically low-order nonlinearities for enantiosensitive detection in the X-ray domain16,17.

Join Randal Koene, a computational neuroscientist, as he dives into the intricate world of whole brain emulation and mind uploading, while touching on the ethical pillars of AI. In this episode, Koene discusses the importance of equal access to AI, data ownership, and the ethical impact of AI development. He explains the potential future of AGI, how current social and political systems might influence it, and touches on the scientific and philosophical aspects of creating a substrate-independent mind. Koene also elaborates on the differences between human cognition and artificial neural networks, the challenge of translating brain structure to function, and efforts to accelerate neuroscience research through structured challenges.

00:00 Introduction to Randal Koene and Whole Brain Emulation.
00:39 Ethical Considerations in AI Development.
02:20 Challenges of Equal Access and Data Ownership.
03:40 Impact of AGI on Society and Development.
05:58 Understanding Mind Uploading.
06:39 Randall’s Journey into Computational Neuroscience.
08:14 Scientific and Philosophical Aspects of Substrate Independent Minds.
13:07 Brain Function and Memory Processes.
25:34 Whole Brain Emulation: Current Techniques and Challenges.
32:12 The Future of Neuroscience and AI Collaboration.

SingularityNET is a decentralized marketplace for artificial intelligence. We aim to create the world’s global brain with a full-stack AI solution powered by a decentralized protocol.

We gathered the leading minds in machine learning and blockchain to democratize access to AI technology. Now anyone can take advantage of a global network of AI algorithms, services, and agents.

Mikey Siegel, with a background in robotics from the MIT Media Lab, shares insights from his decade-long exploration into technology’s role in human well-being and consciousness. He discusses the profound potential of Artificial General Intelligence (AGI) shaped with compassionate and wise values. Siegel emphasizes the importance of the human developmental process in creating benevolent AI and the integration of contemplative practices in tech development. He envisions a future where AGI supports human development globally with love and care, akin to a parent nurturing a child, ultimately fostering a connected and compassionate society.

00:00 Introduction to Mikey Siegel and His Work.
01:09 The Profound Impact of AGI on Humanity.
02:42 The Role of AI in Shaping Reality.
04:06 The Vision of a Compassionate Super Intelligence.
07:26 Creating AI from a Culture of Compassion.
07:51 Integrating Human Development in AI Creation.
09:28 Ownership and Developmental Stages of AI
12:13 Demystifying the Mystical Through Science.
14:53 Preparing for the Future of AI

SingularityNET was founded by Dr. Ben Goertzel with the mission of creating a decentralized, democratic, inclusive, and beneficial Artificial General Intelligence (AGI). An AGI is not dependent on any central entity, is open to anyone, and is not restricted to the narrow goals of a single corporation or even a single country.

The SingularityNET team includes seasoned engineers, scientists, researchers, entrepreneurs, and marketers. Our core platform and AI teams are further complemented by specialized teams devoted to application areas such as finance, robotics, biomedical AI, media, arts, and entertainment.

One of the most distinctive features of the Transhumanist project is its unflagging confidence that the advances of science and technology will usher humanity into a marvellous post-human future.

No one has expressed this more sharply than Ray Kurzweil, the futurist and engineering director at Google. In his book, The Singularity is Near (2005), Kurzweil famously writes:

… A future period during which the pace of technological change will be so rapid, its impact so deep, that human life will be irreversibly transformed. Although neither utopian or dystopian, this epoch will transform the concepts that we rely on to give meaning to our lives, from our business models to the cycle of human life, including death itself.

The singularity is already here.


Since that pioneering work first appeared, AI has become a household word, most dramatically since OpenAI’s iterations of ChatGPT began rolling out starting on November 30, 2022. Now, from smoke-analyzin g AI aiding firefighters in California, to instant AI translation of most languages, to almost daily AI innovations in health care, this technology is already central to our lives. Last year, private investment in AI was more than $25 billion, according to the Li’s Center at Stanford, an estimate I believe on the conservative side. By next year, annual AI investment will reach some $200 billion, according to Goldman Sachs.

At my company, data.world, we’ve been building the foundation of our platform for AI since our founding in 2016. We knew back then that data would be the essential feedstock of AI, the oxygen of its metabolism. And in a world where data grows exponentially, data silos, data errors, missing context, and sheer data deluge are the bane of many companies and institutions. Our mission is to transform data into tools of institutional cognition, the most recent advance of which is our AI Context Engine™. The most important product we’ve ever launched, this tool makes corporate data now inaccessible to AI an essential part of companies’ strategic toolkit. The chat-with-your-data future has never been closer than it is right now, and our AI Context Engine is our fastest new product takeoff in our company’s history.

More than one singularity.


The singularity could soon be upon us. The PESTLE framework, developed by this episode’s guest Daniel Hulme, expresses not one but six types of singularity that could occur: political, environmental, social, technological, legal and economic. ‪@JonKrohnLearns‬ and Daniel Hulme discuss how each of these singularities could bring good to the world, aligning with human interests and pushing forward progress. They also talk about neuromorphic computing, machine consciousness, and applying AI at work.

Watch the full interview “807: Superintelligence and the Six Singularities — with Dr. Daniel Hulme” here: https://www.superdatascience.com/807

In the rapidly advancing field of artificial intelligence (AI), few voices resonate as profoundly as Dr Ben Goertzel’s. With a background in mathematics and decades of experience as an AI researcher, Ben’s insights into the future of AI and its convergence with human intelligence offer a compelling narrative.

This article goes into his perspectives as shared in the session IA générale: vers la singularité — avec Dr Ben Goertzel, exploring the technological singularity, the mainstreaming of transhumanist ideas, and the profound societal and philosophical implications of these advancements.

Ben Goertzel’s journey into AI began in the 1970s, when the concept of machines matching human intelligence was confined to science fiction. Today, however, we are on the brink of achieving this milestone. He expresses his excitement and trepidation about this development, highlighting the double-edged nature of such a revolutionary transformation.