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With “Wide Research,” is bringing about a fundamental change in agentic work. I instructed the tool to scan 100 scientific articles – including titles, abstracts, authors, journals, year, number of citations, institution, and country. Everything was automatically written into a table, sorted by relevance and impact. The result: an...

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Two big steps towards our vision for @NotebookLM as the ultimate research platform: • Integrating Deep Research, with a set of only-at-Notebook features that let you explore the retrieved sources • Launching a series of Featured Notebooks curated by Google Research These developments are designed to enhance the full life cycle of research and scholarship: using the power of AI to assemble the knowledge base you need to advance your understanding, and then making your work accessible and intelligible to a wider audience using all the explanatory tools that Notebook offers. If you've used DeepResearch in the Gemini app, you already know that it's a pioneering advance in assembling complex, grounded information on any topic imaginable—collecting an entire trove of material for you and writing a nuanced research report that summarizes the findings. But because NotebookLM is designed to manage and explore potentially hundreds of sources, the Deep Research report is only the beginning of your journey. In our integration, Deep Research gives you an overview all of the sources it found during its research phase, with annotated commentary explaining how each source related to your original query. You can then choose to import some or all of the sources to the notebook, along with the report itself, which you can then explore or transform using the full suite of tools that Notebook offers: grounded chat with citations, Mind Maps, Audio/Video overviews, and much more. And it's that suite of tools that make the Google Research Featured Notebooks so compelling as well. Each notebook contains a curated collection of articles on a specific topic, published by the Google Research team. Think of them as a kind of knowledge base of Google's best thinking on a series of compelling research questions: How do scientists link genetics to health? How will quantum computing be useful? If you're a specialist in these fields, you can read the original papers or ask nuanced questions in chat and advance your understanding of the latest developments. But these notebooks can also make the complex but important topics understandable to non-specialists or students. Each notebook comes with pre-generated audio and video overviews, flashcards, and other Studio artifacts designed to make the scientific and technological concepts accessible and interesting. And you can always explore the material with our new "Learning Guide" chat mode that effectively gives you a personal tutor to enhance your understanding. There's much more to come on this front, but you can see in these two announcements how we see Notebook as both a workbench for conducting research and a publishing platform for sharing the results of that research once you're ready to make it public. Deep Research is rolling out this week to all users. The first two Google Research notebooks are live now, both of them deep dives into our most recent discoveries involving genetics and health. (Links in the following tweets.) We'll be publishing new notebooks in the series every other week or so for the next few months.

Steven Johnson

104,878 görüntüleme • 10 ay önce

auto-research is starting to gain traction as a very viable paradigm for creating useful research discovery. now, that paradigm is still in its infancy and the infrastructure to hold all that trail of context as the agents blaze through experiments isn't well defined (to say the least). on that topic, I had the chance to chat with my boys francesco and giulio from paradigma about what underlying infra is needed to make this paradigm work. the paradigma's paradigm, which involves copious amount of DAGs, make this auto-research paradigm a paradigmatic case of essential infrastructure. here's the full video in full: - 0:00 - what is missing from auto-research? - 2:02 - giulio and francesco ai journey - 8:10 - research infra is the bottleneck? - 10:18 - paradigma vision of autonomous research - 13:17 - “important discovery per joules” - 17:15 - why is DAG the unit of research for auto-research? - 20:40 - is paradigma trying to replace the research publication? - 24:50 - how does knowledge is shared between experiments in the DAG? - 27:34 - what is even auto-research lol? - 33:53 - the value of the human mind in this auto-research future. - 37:00 - how do you reconcile hallucination in this auto-research paradigm? - 41:33 - the adoption of auto-research across varied fields? - 47:30 - ✨ introduction to the auto-research infrastructure. ✨ - 56:55 - where is the code? - 59:10 - full IDE next? - 1:03:20 - the place of the human in this DAG / code quality? manual node? token spent? - 1:16:02 - who’s the user for auto-research? - 1:18:13 - how to validate bad DAG? - 1:20:18 - ✨ auto-research agent results ✨ - 1:22:53 - ✨ how a big research DAG looks like? ✨ - 1:25:10 - how to get the canonical DAG for the final result? - 1:27:50 - the auto-research DAG being the new pre-print? - 1:30:05 - what’s next for paradigma and the auto-research infra? - 1:35:00 - what are they excited about research wise? enjoyyyyy my guys 🌹

Yacine Mahdid

12,091 görüntüleme • 4 ay önce

You Mark Zuckerberg and Meta interfered with research by stopping the recruitment of my protocols. This SHOULD NOT BE FORGOTTEN. Interference in research affected everyone. I was shadow-banned and censored. I was told I was spreading MISINFORMATION by your fact checkers who NEVER TOUCHED A PATIENT DURING COVID-19. STEP into my lab ProgenaBiome and see the thousands I treated and lost NO ONE. See all the 💩we analyzed. See all the hundreds of conferences I spoke at including being a keynote speaker at American College of Cardiology and a speaker at National Institute of Standards and Technology. See who is on my biome squad from all academic centers. See who co-wrote the book Let's Talk Sh!t. See who is on my papers as co-authors. See who spoke at the Malibu Microbiome meeting. See my testimony in front of Congress. Speak to my clientele in Malibu. Speak to hundreds of Pharma companies I did trials for and see the hundreds of drugs I helped bring to market including recently a celiac sprue drug. Talk to all the VCs who have consulted me at Coleman Research and got my opinion on new drugs. Did I spread misinformation or EARLY INFORMATION? Your company interfered with research and people died. It’s time for corrective actions. Interference with research affects EVERYONE and will affect you one day as well. No one escapes disease. Interference in research kills science and kills hope. This is NOT SOMETHING that will be excused by your words. Science is a story untold. Science NEEDS to be challenged and questioned. There are no right or wrong answers in science. #PROVEMEWRONG IS SCIENCE. Science guides medicine but should NEVER DICTATE MEDICINE. The practice of Medicine takes courage and is very much an art where innovations happen. To discourage that art, those innovations by a narrative pushing the price of a stock is to kill Medicine and hope. NO I DO NOT ACCEPT YOUR APOLOGY. Words are lame… ACTIONS SPEAK LOUDER THAN WORDS.

sabine hazan md

58,624 görüntüleme • 1 yıl önce

At the 4th Founder’s Day Celebration of the University of Delta (UNIDEL), Agbor, my lecture on ‘Nation Building: The Search for a Nigeria That Works for All’ also touched on the vital role of education in national development. Unlocking Nigeria’s full potential requires substantial investment in education and research, ensuring equitable access to quality learning for all. All levels of government must collaborate to drastically reduce the number of out-of-school children, as education remains a fundamental driver of progress and social transformation. A crucial priority is shaping students into informed, patriotic citizens who understand both Nigeria and the global landscape. The curriculum must emphasize civic education, national consciousness, and entrepreneurial training to build a productive and innovative economy. Graduates should be globally competitive, proficient in information technology, and actively engaged in emerging global discussions, particularly in Artificial Intelligence. A strong research culture is essential, with scientific advancements closely linked to industry. To support this, the university should explore innovative funding strategies, including allocating a portion of internally generated revenue to research. Furthermore, UNIDEL should establish a consultancy unit in key fields such as engineering, environmental science, agriculture, and accounting to generate revenue and contribute to industry growth. Strengthening the “Town and Gown” relationship is also crucial, leveraging community partnerships for mutual benefit. By focusing on these strategic priorities, the University of Delta can solidify its position as a leader in higher education, making a lasting impact on its students, the economy, and the broader national development agenda.

Dr. Ifeanyi Arthur Okowa

11,080 görüntüleme • 1 yıl önce

The CIA and DARPA have been heavily involved in the research and development of mind control technology and has been a subject of interest, controversy, and secrecy since the mid-20th century. The CIA's MKULTRA program, which began in the 1950s, is perhaps the most well-known initiative in this field. This program involved extensive research into behavioral modification, including the use of drugs, hypnosis, and other methods to influence human behavior. Although primarily focused on chemical and biological agents, it laid the groundwork for later technological explorations. Project Pandora was funded by the CIA. This project in the 1960s looked into the effects of microwave beams on the brain, aiming to use such technologies for behavior and mood manipulation. This was part of early research into what would later be considered "non-lethal" weapons. Radio Frequency Energy and Microwave Technology has been studied and researched into how radio frequency energy could interact with the human brain has been documented. Projects like Pandora aimed to understand how microwaves could transmit signals to influence behavior or induce specific emotional states. Voice to Skull (V2K), also known as microwave auditory effect, involves sending sound directly into someone's head without the use of speakers. There have been claims and some research suggesting its use in psychological operations or in influencing behavior, though much of this remains speculative or classified. Heterodyning and Electromagnetic Technologies are methods involve the modulation of electromagnetic waves to interact with the brain's electrical activity. Research into these areas has been aimed at both therapeutic uses and potentially more invasive applications like mind control. Psychotronic technology is often associated with the concept of using electromagnetic fields or radiation to affect mental processes, psychotronic research has been noted in various contexts, including in Russian studies on psychotronic warfare. This term, however, sometimes borders on the speculative or pseudoscientific, with limited verifiable research in mainstream academic settings. Harvard and Yale have been involved in various psychological and neuroscience research projects, direct public evidence linking them to specific mind control research funded by CIA or DARPA is less clear. However, both universities have extensive research in neuropsychology and cognitive sciences, which could indirectly contribute to understanding how such technologies might work. Universities like Stanford, MIT, and Carnegie Mellon have engaged in research that touches on brain-computer interfaces, neurostimulation, and cognitive enhancement, areas that could theoretically overlap with mind control technologies. For instance, DARPA has funded research at these institutions for projects related to brain-computer interfaces, though the applications are often framed for medical or enhancing human performance rather than control. The military interest in these technologies often centers on weaponization, psychological operations, or enhancing soldier performance through cognitive augmentation. The use for inducing particular behaviors or emotions, especially in scenarios like false flag operations, could definitely be a possibility, but something that will never be admitted. This consists of the manipulation of individuals or groups to perform acts that benefit a hidden agenda unwillingly or unknowingly. Mind control technology, especially agencies like the CIA and DARPA, are shrouded in secrecy, with much of the research declassified or discussed in the public domain only after significant time has passed or in very general terms. While there's a clear interest in using technology to influence people's emotions and inducing behaviors for operations or nefarious purposes, it remains largely speculative or cloaked in national security classification.

The SCIF

22,051 görüntüleme • 1 yıl önce