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Particles in high-energy nuclear collisions move in a way that follows a pattern known as Lévy walks, a motion found across many scientific fields.

Named after mathematician Paul Lévy, Lévy walks (or, in some cases, Lévy flights) describe a type of random movement seen in nature and various scientific processes. This pattern appears in diverse phenomena, from how predators search for food to economic fluctuations, microbiology, chemical reactions, and even climate dynamics.

Lévy walks in high-energy nuclear collisions.

In today’s AI news, Codeium, an AI-powered coding startup, is raising a new round of funding at a $2.85 billion valuation. The round is being led by returning investor Kleiner Perkins, the people said. The new round comes just six months after Silicon Valley-based Codeium announced that it had closed a $150 million Series C at a $1.25 billion post-money valuation.

In other advancements, a couple of weeks after the initial release of Mistral’s AI assistant, Le Chat, the company told Le Parisien that it has reached one million downloads. “Go and download Le Chat, which is made by Mistral, rather than ChatGPT by OpenAI — or something else,” French president Emmanuel Macron said in a TV interview ahead of the recent AI Action Summit in Paris.

And, Google is launching a new experiment that uses AI to help people explore more career possibilities. The company announced in a blog post on Wednesday that a new “Career Dreamer” tool can find patterns between your experiences, educational background, skills, and interests to connect you with careers that might be a good fit.

Meanwhile, Forbes’ Lance Eliot analyzes a popular mantra right now. The recent AI-industry groupthink that says we merely need to increase the so-called “thinking time” of generative AI and LLMs to get better responses. AI makers are allowing users to stipulate that the AI can expend more time and effort doing various processing before displaying a generated answer.

In videos, Microsoft’s Satya Nadella sits down with Dwarkesh Patel to talk about their new Majorana Quantum chip breakthrough, plans for artificial general intelligence, topological qubits, gaming world models, and whether Microsoft Office commoditizes LLMs, or the other way around.

Then, dive into the world of Model Context Protocol and learn how to seamlessly connect AI agents to databases, APIs, and more. IBM’s Roy Derks breaks down its components, from hosts to servers, and showcases real-world applications. Gain the knowledge to revolutionize your AI projects.

Health, vitality and longevity through bioengineering — kevin caldwell — CEO, ossium health.


Kevin Caldwell is CEO, Co-Founder & President of Ossium Health (https://ossiumhealth.com/), a commercial stage bioengineering company that leverages its proprietary organ donor bone marrow banking platform to develop stem cell therapies for patients with life-threatening hematologic conditions, organ transplant rejection, and musculoskeletal defects.

Mr. Caldwell built Ossium from a small startup into the clinical stage bioengineering company it is today, setting the company’s mission to improve human health through bioengineering and designed its platform-based model for cellular therapeutics development. He has led the company’s successful pursuit, negotiation, and execution of more than 50 business relationships, including 5 successful fundraisings and dozens of supply partnerships, clinical partnerships, and commercial contracts with biopharmaceutical companies.

After seven years of strategic engagement and networking, Mr. Caldwell drove the team to successfully secure a transformative federal contract with BARDA (Biomedical Advanced Research and Development Authority) that validates Ossium’s innovative approach. This milestone represents the culmination of persistent relationship-building, targeted proposals, and unwavering commitment to addressing national biomedical challenges through cutting-edge technology and collaborative partnerships.

Prior to founding Ossium, Mr. Caldwell served as an Engagement Manager at McKinsey’s San Francisco office where he advised clients in the biotechnology and healthcare sectors. His projects ranged from due diligence of acquisition targets in the biotech startup ecosystem to restructuring distressed biopharma companies. Mr. Caldwell led more than 20 engagements with more than a dozen clients, leading teams that advised clients on revenue growth, go to market strategy, and organizational restructuring.

In today’s AI news, Elon Musk’s AI company, xAI, has officially launched its latest flagship AI model, Grok 3. Released late on February 17, 2025, Grok 3 introduces significant advancements over its predecessor, Grok 2, and aims to compete with leading AI models such as OpenAI’s GPT-4o and Google’s Gemini.

In other advancements, Replit has transformed non-technical employees at Zillow into software developers. The real estate giant now routes over 100,000 home shoppers to agents using applications built by team members who had never written code before. This breakthrough stems from Replit’s new partnership with Anthropic and Google Cloud, which has enabled over 100,000 applications on Google Cloud Run.

Then, Wu Yonghui, a prestigious “Google Fellow” who worked at the US tech giant for 17 years, recently joined TikTok owner ByteDance to lead foundational research on artificial intelligence (AI), as the firm seeks to “explore the upper limit of intelligence”. Wu now works at ByteDance’s Seed department, which the Beijing-based company started in early 2023.

Meanwhile, large companies are not adopting AI as quickly as start-ups, AWS managing director Tanuja Randery says. The gap is leading to a “two-tier” AI economy as startups outpace corporations. Citing a new report from AWS, Randery said that European startups had integrated AI at pace over the last year while larger enterprises in the region were falling behind.

In videos, join Sara Bacha from Converge Technology Solutions as she delves into how GraphRAG outperforms traditional RAG by leveraging knowledge graphs and LLM to enhance data relationships and accuracy. Learn the benefits in development, production, and governance, making maintenance easier with better explainability and traceability.

Then, join 20VC host Harry Stebbings while he speaks with Jonathan Ross is the Founder & CEO of Groq, the creator of the world’s first Language Processing Unit (LPUTM). Prior to Groq, Jonathan began what became Google’s Tensor Processing Unit (TPU) as a 20% project where he designed and implemented the core elements of the first-generation TPU chip.

And, Can AI chatbots be trusted? Join IBM’s Jeff Crume as he delves into the complexities of AI errors, from innocent mistakes to deliberate lies. Discover how AI chatbots handle truth, generate hallucinations, and the essential principles behind AI transparency, fairness, and privacy.

Researchers at NIMTE have turned metal corrosion into a tool for efficient biomass upgrading, achieving high HMF-to-BHMF conversion rates with a CoCuMW/CF electrode. Their findings offer a low-cost, sustainable solution for bio-based chemical production.

A research team led by Prof. Jian Zhang from the Ningbo Institute of Materials Technology and Engineering (NIMTE) of the Chinese Academy of Sciences (CAS) has harnessed metal corrosion to develop high-performance electrodes, facilitating the efficient and cost-effective upgrading of bio-based 5-hydroxymethylfurfural (HMF). Their findings were published in Chem Catalysis.

While corrosion is typically associated with material degradation and economic loss, researchers are now investigating its potential for advantageous applications, particularly in biomass upgrading.

Possible beginnings of the Economic Singularity 🤖

“A seemingly endless wave of mass layoffs is ravaging the tech industry as startup fails skyrocket and tech giants shovel their operating budgets into the AI furnace.”


Silicon Valleys software engineers are finding their previously ironclad careers crumbling under the growing cost of AI development.

Based on outstanding technical progress by research teams to date, DARPA has pivoted the third and final phase of its NOM4D (pronounced nō- mad) program[1] from planned further laboratory testing to conducting a pair of small-scale orbital demonstrations to evaluate novel materials and assembly processes in space.

As commercial space companies continue to expand access to orbit for U.S. economic and national security needs, a major roadblock for building large-scale structures in orbit remains: the size and weight limits imposed by a rocket’s cargo fairing. In 2022, DARPA introduced NOM4D to break this cargo-constraint mold by exploring a new paradigm. Instead of folding or compacting structures to fit them into a rocket fairing to be unfurled or deployed in space, DARPA proposed stowing novel lightweight raw materials in the rocket fairing that don’t need to be hardened for launch. The intent of this approach is to allow in-orbit construction of vastly larger and more mass-efficient structures than could ever fit in a rocket fairing. Additionally, this concept enables mass-efficient designs of structures that would sag under their own weight on Earth but are optimized for the low-gravity environment of space.

“Caltech [California Institute of Technology] and the University of Illinois Urbana-Champaign have demonstrated tremendous advances in the first two phases and have now partnered in Phase 3 with space-launch companies to conduct in-space testing of their novel assembly processes and materials,” said Andrew Detor, DARPA NOM4D program manager. “Originally, Phase 3 was going to be about making things more precisely in the lab than we did in Phase 2. But we said, ‘You know, the maturity is there, and there would be more impact if we took the capabilities we have now and actually go demonstrate them in space to show that it can be done.’ Pushing the performers to do a demo in space means they can’t just sweep challenges under the rug like they could in a lab. You better figure out how it’s going to survive in the space environment.”

Curious about the societal shifts that AGI will bring, like Universal Basic Income or new forms of coexistence between humans and machines?

Want insights that help you make sense of this rapidly approaching future?
Join us for a journey through the challenges and opportunities of living alongside AGI.

With each video, we aim to inform, inspire, and ignite a conversation to ensure we’re all ready for the world that’s unfolding.

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Join Heliox for a fascinating deep dive into the mind of Keyu Jin, one of the most insightful voices on China’s economic transformation. In this episode, we explore Jin’s unique perspective as both an academic heavyweight and seasoned financial advisor, examining how she bridges Eastern and Western viewpoints to decode China’s remarkable economic journey.

Learn about the innovative “mayor economy” concept that helped drive China’s unprecedented growth, and discover how cultural values shape economic decisions in unexpected ways. We unpack Jin’s analysis of China’s technological leap from manufacturing hub to digital innovator, and explore the fascinating “six wallets” phenomenon in Chinese society.

The episode also delves into China’s evolving role in the global financial system, examining the future of the RMB and digital currency innovations. Through Jin’s lens, we gain a nuanced understanding of China’s economic challenges and opportunities, moving beyond simplistic narratives to grasp the complex interplay of state intervention, cultural values, and generational shifts shaping the world’s second-largest economy.

Prof. Keyu Jin: What Americans GOT WRONG About China’s Economy (https://youtu.be/NCyOoXEXfuU?si=bnUYAE40Q59vDYHV)

Another Look at the Chinese Economy with Keyu Jin (https://youtu.be/HxejrWh7V_E?si=mNltyYZUyjm7x6YN)