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From Data to Physics: An Agentic Large Language Model Solves a Competitive Adsorption Puzzle

We show that an agentic large language model (LLM) (OpenAI o3 with deep research) can autonomously reason, write code, and iteratively refine hypotheses to derive a physically interpretable equation for competitive adsorption on metal-organic layers (MOLs)—an open problem our lab had struggled with for months. In a single 29-min session, o3 formulated the governing equations, generated fitting scripts, diagnosed shortcomings, and produced a compact three-parameter model that quantitatively matches experiments across a dozen carboxylic acids.

Software optimizes brain simulations, enabling them to complete complex cognitive tasks

A new software enables brain simulations which both imitate the processes in the brain in detail and can solve challenging cognitive tasks. The program was developed by a research team at the Cluster of Excellence “Machine Learning: New Perspectives for Science” at the University of Tübingen. The software thus forms the basis for a new generation of brain simulations which allow deeper insights into the functioning and performance of the brain. The Tübingen researchers’ paper has been published in the journal Nature Methods.

For decades, researchers have been trying to create computer models of the brain in order to increase understanding of the organ and the processes that take place there. Using , they have simulated the behavior and interaction of nerve cells and their compounds.

However, previous models had significant weaknesses: They were either based on oversimplified neuron models and therefore strayed significantly from biological reality, or they depicted the biophysical processes within cells in detail, but were incapable of carrying out similar tasks to the brain.

Elon Musk Just Changed Everything at Tesla — And No One’s Talking About It

Elon Musk just made a bold announcement that could completely redefine Tesla’s future — but almost no one noticed. At the 2025 Tesla Shareholder Meeting, Elon revealed a deeper vision that goes far beyond cars. From AI and humanoid robots to clean energy and automation, Tesla is positioning itself as the driving force behind humanity’s next great leap.

In this video, Chris Smedley and the Ideal Wealth Grower team break down the hidden message behind Elon’s words, why the singularity may already be unfolding, and how Tesla’s shift toward artificial intelligence could reshape the global economy — and your investment strategy. Stay tuned till the end to discover why this could be the most important turning point in Tesla’s history.

Know what Type of Business suits you first at https://quiz.franchisewithbob.com/rg — and COPY THE RIGHT BUSINESS FOR YOU!

Thanks, Franchise with Bob, for sponsoring this episode!

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… Welcome to Ideal Wealth Grower, the channel that helps you build real wealth, create passive income, and achieve true time freedom. I’m Axel Meierhoefer — former US Air Force officer, real estate investor, and lifelong learner inspired by visionaries like Elon Musk. After more than 20 years of successful real estate investing, I reached my own financial freedom point, and now I’m here to help you do the same. If you’re ready to stop trading time for money, take control of your financial future, and live life on your terms — you’re in the right place. Stay connected with us! ✅ X: twitter.com/idealgrower ✅ Our community: cutt.ly/0rDZ1fNI ✅ Linked In: / ameierhoefer ✨ ✨ / @idealwealthgrower Top Data Scientist Exposes Quantum AI Disruption, Digital AI Twins | Anthony Scriffignano • Top Data Scientist Exposes Quantum AI Disr… Is INFINITE BANKING the Future of Sustainable Wealth? with Chris Naugle | Age of Abundance • Is INFINITE BANKING the Future of Sustaina… Elon Musk Just Changed Everything at Tesla — And No One’s Talking About It #elonmusk #tesla #chrissmedley #idealwealthgrower #teslanews #teslastock #teslainvestors #teslashareholdermeeting #teslaupdate #teslafuture #teslabot #teslaai #artificialintelligence #teslainnovation #futuretech #robotics #teslainvesting #wealthbuilding #financialfreedom #stockmarket #investing #technologynews #innovation #elonmusknews #teslamasterplan #ai what elon musk said at tesla 2025 meeting tesla AI day 2025 full presentation tesla master plan 4 explained tesla robot update 2025 elon musk latest tesla news elon musk tesla 2025 updates tesla shareholder meeting highlights.
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AGI Unbound with Joscha Bach: Consciousness and the future of Intelligence

AGI Unbound Series.

A series of focused interviews with the most interesting and impactful thought leaders in the field. We press on first principles—how they define core ideas in their domain, how they see the present, and where they believe intelligence is headed. Brought to you by SingularityNET and the AGI Society.

About this interview — Joscha Bach.
In this kickoff episode, cognitive scientist Joscha Bach explores consciousness as a coherence-forming learning process, argues for a computational view of mind, and outlines why machine consciousness should be treated as a testable hypothesis rather than a slogan. He discusses the California Institute for Machine Consciousness, contrasts today’s “idiot-savant” AI with developmental intelligence, sketches futures from universal basic intelligence to post-human infospheres, and offers frank advice to new researchers on pursuing bold, technically grounded work.

#AGI #AI #Consciousness #SingularityNET #AGISociety #JoschaBach #DecentralizedAGI

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.

Rise of the robots: The promise of physical AI

A pair of swiveling, human-like robotic arms, built for physical artificial intelligence research, mirror the motions of an operator in a VR headset twirling his hands like a magician.

With enough practice, arms like these can complete everyday tasks alone, says Tokyo company Enactic, which is developing humanoid robots to wash dishes and do laundry in short-staffed Japanese .

Welcome to the future of AI as it starts to infiltrate the material world in the form of smart robots, self-driving cars and other autonomous machines.

AI-powered LED system delivers stable wireless power for indoor IoT devices

The world’s first automatic and adaptive, dual-mode light-emitting diode (LED)-based optical wireless power transmission system, that operates seamlessly under both dark and bright lighting conditions, has been developed by scientists at Science Tokyo. The system, along with artificial intelligence-powered image recognition, can efficiently power multiple devices in order without interruption. Because it is LED-based, it offers a low-cost and safe solution ideal for building sustainable indoor Internet of Things infrastructure.

With the rapid development of Internet of Things (IoT), the demand for efficient and flexible power solutions is also increasing. Traditional power delivery methods, such as batteries and cable connections, have many drawbacks. Batteries need frequent charging and replacement, while cables restrict device mobility.

Optical wireless power transmission (OWPT) is an emerging technology that can address these limitations. In OWPT, energy is transmitted through , without physical wires, by converting electricity to light, transmitting it, and then reconverting light back into using photovoltaic (PV) receivers.

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