Video yükleniyor...

Video Yüklenemedi

Ana Sayfaya Dön

Just out Nature Communications, our latest study demonstrates an autonomous system that shows multiple (dis)assembly cycles using minimal building blocks in a closed system. Grateful to SERB Anusandhan National Research Foundation #nonequilbrium #systemschem @swarnajayanti IISER Kolkata

DDasLab's profile picture

Dibyendu Das

4,285 subscribers

19,931 görüntüleme • 1 yıl önce •via X (Twitter)

Bilim & TeknolojiSağlık & İyilikEğitim#nonequilbrium#systemschem
LIVE

Anya Rossi• Live Now

Private livecam show

10 Yorum

Dibyendu Das profil fotoğrafı
Dibyendu Das1 yıl önce

The system leverages non-equilibrium assembly and feedback loops, importantly in the absence of evolved enzymes! Shout out @AntaraReja @SangamJ53156182 @sumitpalchem @subhajit2019 & special thanks to Chetan Gadgil & Ashley from NCL Pune for the insightful kinetic modeling!!

Debasis Manna@IITG profil fotoğrafı
Debasis Manna@IITG1 yıl önce

@NatureComms @serbonline @ANRFIndia @iiserkol Congratulations DD 🎉

Raushan Kumar profil fotoğrafı
Raushan Kumar1 yıl önce

@NatureComms @serbonline @ANRFIndia @iiserkol Congratulations, Sir and team 🎉

Pradip Pachfule profil fotoğrafı
Pradip Pachfule1 yıl önce

@NatureComms @serbonline @ANRFIndia @iiserkol Interesting! Congratulations to the team!💐💐

T⌬ufic W. Mrad profil fotoğrafı
T⌬ufic W. Mrad1 yıl önce

@NatureComms @serbonline @ANRFIndia @iiserkol Nice work as usual!

Sayan Bhattacharyya profil fotoğrafı
Sayan Bhattacharyya1 yıl önce

@NatureComms @serbonline @ANRFIndia @iiserkol Proud of our rockstar

Agasti Group @ JNCASR profil fotoğrafı
Agasti Group @ JNCASR1 yıl önce

@NatureComms @serbonline @ANRFIndia @iiserkol Many congratulations 🎊 👏

Kanishka Biswas profil fotoğrafı
Kanishka Biswas1 yıl önce

@NatureComms @serbonline @ANRFIndia @iiserkol Nice one..congratulations

Ashwani_Kumar ⬅️ Ph.D. profil fotoğrafı
Ashwani_Kumar ⬅️ Ph.D.1 yıl önce

@NatureComms @serbonline @ANRFIndia @iiserkol Congratulations Sir and team !!

Soumit Mandal profil fotoğrafı
Soumit Mandal1 yıl önce

@NatureComms @serbonline @ANRFIndia @iiserkol Hearty congratulations Dada

Benzer Videolar

Hot off the press: Check out our latest study just released in Nature Medicine about #BanffAutomationSystem. It's a #ChatGPT-like decision support system that automates #BanffClassification to correctly diagnose kidney allograft rejection & choose the best treatment for #patients
1:52

Hot off the press: Check out our latest study just released in Nature Medicine about #BanffAutomationSystem. It's a #ChatGPT-like decision support system that automates #BanffClassification to correctly diagnose kidney allograft rejection & choose the best treatment for #patients

Paris Transplant Group

37,266 görüntüleme • 3 yıl önce

The 2008 film Eagle Eye, produced by Steven Spielberg, shows an ultimate AI surveillance system 36 floors beneath the Pentagon. The film depicts a Pentagon-based supercomputer that tracks citizens via phones, cameras, banking data, and social media. It operates as an autonomous system, using networked devices to monitor and control individuals in a national security scenario. Didn’t the White House say the ballroom was needed for national security?
4:06

The 2008 film Eagle Eye, produced by Steven Spielberg, shows an ultimate AI surveillance system 36 floors beneath the Pentagon. The film depicts a Pentagon-based supercomputer that tracks citizens via phones, cameras, banking data, and social media. It operates as an autonomous system, using networked devices to monitor and control individuals in a national security scenario. Didn’t the White House say the ballroom was needed for national security?

Shadow of Ezra

5,921,022 görüntüleme • 2 ay önce

In 2023, we brought a sample of an asteroid called Bennu to Earth, part of a plan to study remnants of our early solar system. These grains of rock have shown that the building blocks of life and the conditions for making them existed on Bennu's parent body 4.5 billion years ago.
4:14

In 2023, we brought a sample of an asteroid called Bennu to Earth, part of a plan to study remnants of our early solar system. These grains of rock have shown that the building blocks of life and the conditions for making them existed on Bennu's parent body 4.5 billion years ago.

NASA Goddard

603,151 görüntüleme • 1 yıl önce

“Pointing an LLM at hundreds of disconnected, ungoverned databases gets you a system that hallucinates, is insecure, and unauditable. For something as consequential as our nation’s agricultural data, that is not just useless — it’s dangerous. The Ontology has been the key to delivering AI-enabled technology to every farmer in the country.” At AIPCon 10, the USDA demonstrates how the Ontology now underpins national food supply security.
0:41

“Pointing an LLM at hundreds of disconnected, ungoverned databases gets you a system that hallucinates, is insecure, and unauditable. For something as consequential as our nation’s agricultural data, that is not just useless — it’s dangerous. The Ontology has been the key to delivering AI-enabled technology to every farmer in the country.” At AIPCon 10, the USDA demonstrates how the Ontology now underpins national food supply security.

Palantir

2,199,311 görüntüleme • 1 ay önce

🚨 The Petrodollar Architect Just Revealed That They’re Building The New Petrodollar System Ex-CIA and the architect of the Petrodollar system Jim Rickards just said that Iran and countries are now trading in Bitcoin, Tether(USDT) and Ripple(XRP). BRICS is also formalizing to roll out blockchain. Russia publicly disclosed that they won’t be using stablecoins but a neutral asset not controlled by any party and which can settle local currencies as well. They have also said that Bitcoin will be used to devalue the U.S. debt. In 2025, UAE and India settled an oil transaction using local currencies via RippleNet. SBI Japan CEO Yoshitaka Kitao also warned that the U.S. petrodollar system is at risk and the Clarity Act needs to be passed immediately. It’s really happening…
2:11

🚨 The Petrodollar Architect Just Revealed That They’re Building The New Petrodollar System Ex-CIA and the architect of the Petrodollar system Jim Rickards just said that Iran and countries are now trading in Bitcoin, Tether(USDT) and Ripple(XRP). BRICS is also formalizing to roll out blockchain. Russia publicly disclosed that they won’t be using stablecoins but a neutral asset not controlled by any party and which can settle local currencies as well. They have also said that Bitcoin will be used to devalue the U.S. debt. In 2025, UAE and India settled an oil transaction using local currencies via RippleNet. SBI Japan CEO Yoshitaka Kitao also warned that the U.S. petrodollar system is at risk and the Clarity Act needs to be passed immediately. It’s really happening…

Stellar Rippler🚀

101,829 görüntüleme • 2 gün önce

CATransformers is a carbon-driven neural architecture and system hardware co-design framework. Using CATransformers, we discover greener CLIP models that achieve an average of 9.1% reduction potential in total lifecycle carbon emissions while maintaining accuracy (or increasing accuracy) and latency. This research is the first to look into carbon-driven neural architecture and system hardware co-design. It is enabled by a first-of-its-kind architectural carbon modeling tool – ACT, which we developed at FAIR. Check out: Our paper ➡️ code repository ➡️ and the additional carbon design tools and research artifacts in Sustainable AI ➡️
2:07

CATransformers is a carbon-driven neural architecture and system hardware co-design framework. Using CATransformers, we discover greener CLIP models that achieve an average of 9.1% reduction potential in total lifecycle carbon emissions while maintaining accuracy (or increasing accuracy) and latency. This research is the first to look into carbon-driven neural architecture and system hardware co-design. It is enabled by a first-of-its-kind architectural carbon modeling tool – ACT, which we developed at FAIR. Check out: Our paper ➡️ code repository ➡️ and the additional carbon design tools and research artifacts in Sustainable AI ➡️

AI at Meta

32,608 görüntüleme • 1 yıl önce

How can generative AI and Robotics help advance drug discovery？ 🚀 Excited to introduce LUMI-lab! A foundation model-driven Self-Driving Lab (SDL) for autonomous ionizable lipid discovery in mRNA delivery 🤖🔍 🔬 What is LUMI-lab? LUMI-lab integrates molecular foundation models with autonomous robotic experiments to efficiently explore new LNPs (lipid nanoparticles, mRNA delivery vehicles) with minimal wet-lab data. 🔥 Key Highlights: - 🧠 Foundation model trained on 28M molecules using a three-step strategy: - Unsupervised pretraining to capture broad molecular knowledge - Continual pretraining to specialize in lipid-like molecules - Active learning fine-tuning within a closed-loop experimental system - 🤖 1,700+ new LNPs synthesized & tested across 10 iterative cycles - 🧪 Brominated lipids autonomously identified as a novel structural feature that enhances mRNA transfection—an insight previously unrecognized in LNP design - 🏆 20.3% in vivo CRISPR gene editing efficiency in lung epithelial cells—the highest reported for inhaled LNPs 🚀 Why it matters? LNPs are the backbone of mRNA therapeutics, yet discovery has been slow due to data scarcity. LUMI-lab shows that AI-powered autonomous labs can accelerate mRNA delivery innovation🚀💡 🌐 Beyond mRNA drugs, LUMI-lab exemplifies a scalable framework for AI-driven molecular discovery, pushing boundaries in material science & drug delivery. 📜 Read the preprint: 🔗 💻 Code available on GitHub: 🔗 #AI #DrugDiscovery #mRNA #LNP #SyntheticBiology 🙏 A huge team effort behind this work, with special appreciation to Bowen LI for driving the project. Kudos to Haotian Cui, Yue Xu, Kuan Pang, Gen Li, and Bettycat567!
1:05

How can generative AI and Robotics help advance drug discovery？ 🚀 Excited to introduce LUMI-lab! A foundation model-driven Self-Driving Lab (SDL) for autonomous ionizable lipid discovery in mRNA delivery 🤖🔍 🔬 What is LUMI-lab? LUMI-lab integrates molecular foundation models with autonomous robotic experiments to efficiently explore new LNPs (lipid nanoparticles, mRNA delivery vehicles) with minimal wet-lab data. 🔥 Key Highlights: - 🧠 Foundation model trained on 28M molecules using a three-step strategy: - Unsupervised pretraining to capture broad molecular knowledge - Continual pretraining to specialize in lipid-like molecules - Active learning fine-tuning within a closed-loop experimental system - 🤖 1,700+ new LNPs synthesized & tested across 10 iterative cycles - 🧪 Brominated lipids autonomously identified as a novel structural feature that enhances mRNA transfection—an insight previously unrecognized in LNP design - 🏆 20.3% in vivo CRISPR gene editing efficiency in lung epithelial cells—the highest reported for inhaled LNPs 🚀 Why it matters? LNPs are the backbone of mRNA therapeutics, yet discovery has been slow due to data scarcity. LUMI-lab shows that AI-powered autonomous labs can accelerate mRNA delivery innovation🚀💡 🌐 Beyond mRNA drugs, LUMI-lab exemplifies a scalable framework for AI-driven molecular discovery, pushing boundaries in material science & drug delivery. 📜 Read the preprint: 🔗 💻 Code available on GitHub: 🔗 #AI #DrugDiscovery #mRNA #LNP #SyntheticBiology 🙏 A huge team effort behind this work, with special appreciation to Bowen LI for driving the project. Kudos to Haotian Cui, Yue Xu, Kuan Pang, Gen Li, and Bettycat567!

Bo Wang

27,590 görüntüleme • 1 yıl önce

One of the most important things we can do is to instill the values of America in the next generation. Therefore, Florida insists on civics in schools: "Every single person that comes out of our K-12 system in Florida will be called upon to exercise the responsibilities of being an American citizen. We take that obligations seriously to make sure we’re not just graduating a bunch of blank slates—that they actually have a foundation to understand what all these ideas mean and what went into it." -Ron DeSantis
0:37

One of the most important things we can do is to instill the values of America in the next generation. Therefore, Florida insists on civics in schools: "Every single person that comes out of our K-12 system in Florida will be called upon to exercise the responsibilities of being an American citizen. We take that obligations seriously to make sure we’re not just graduating a bunch of blank slates—that they actually have a foundation to understand what all these ideas mean and what went into it." -Ron DeSantis

Bryan Griffin

18,627 görüntüleme • 1 yıl önce

🚨BRICS is CHALLENGING the foundations of US🇺🇸 power by building alternatives to the dollar ‘BRICS says it wants an independent payment system, not necessarily de-dollarisation, we are talking about using more national currencies. By the way, it is not only an alternative to SWIFT. It is also about national currencies and digital currencies. It is about having a way to trade independently, to interact independently, without being supervised, without being told who you can trade with and who you cannot. And of course Trump understands this. The dollar has been the core, the very fundamental principle of American power. BRICS has at least five different payment-system projects being discussed at different stages, that directly challenges that foundation.’ -Dr. Victoria Panova of Russia’s BRICS Expert Council Watch the full interview in the quoted post, or watch it on Rumble, link below in the replies👇
2:42

🚨BRICS is CHALLENGING the foundations of US🇺🇸 power by building alternatives to the dollar ‘BRICS says it wants an independent payment system, not necessarily de-dollarisation, we are talking about using more national currencies. By the way, it is not only an alternative to SWIFT. It is also about national currencies and digital currencies. It is about having a way to trade independently, to interact independently, without being supervised, without being told who you can trade with and who you cannot. And of course Trump understands this. The dollar has been the core, the very fundamental principle of American power. BRICS has at least five different payment-system projects being discussed at different stages, that directly challenges that foundation.’ -Dr. Victoria Panova of Russia’s BRICS Expert Council Watch the full interview in the quoted post, or watch it on Rumble, link below in the replies👇

Going Underground

43,746 görüntüleme • 5 ay önce

New short course: Building Code Agents with Hugging Face smolagents! Learn how to build code agents in this course, created in collaboration with Hugging Face, and taught by Thomas Wolf, its co-founder and CSO, and m_ric, Hugging Face’s Project Lead on Agents. Tool-calling agents use LLMs to generate multiple function calls sequentially to complete a complex sequence of tasks. They generate one function call, execute it, observe, reason, and decide what to do next. Code agents take a different approach. They consolidate all these calls into a single block of code, letting the LLM lay out an entire action plan at once, which can be executed efficiently to provide more reliable results. You’ll learn how to code agents using smolagents, a lightweight agentic framework from Hugging Face. Along the way, you’ll learn how to run LLM-generated code safely and develop an evaluation system to optimize your code agent for production. In detail, you’ll learn: - How agentic systems have evolved, gaining greater levels of agency over time—and why code agents are a next step. - How code agents write their actions in code. - When code agents outperform function-calling agents. - How to run code agents safely in your system using a constrained Python interpreter and sandboxing using E2B. - To trace, debug, and assess the code agent to optimize its behaviours for complex requests. - How to build a research multi-agent system that can find information online and organize it into an interactive report. By the end of this course, you’ll know how to build and run code agents using smolagents, and deploy them safely with a structured evaluation system in your projects. Please sign up here!
2:17

New short course: Building Code Agents with Hugging Face smolagents! Learn how to build code agents in this course, created in collaboration with Hugging Face, and taught by Thomas Wolf, its co-founder and CSO, and m_ric, Hugging Face’s Project Lead on Agents. Tool-calling agents use LLMs to generate multiple function calls sequentially to complete a complex sequence of tasks. They generate one function call, execute it, observe, reason, and decide what to do next. Code agents take a different approach. They consolidate all these calls into a single block of code, letting the LLM lay out an entire action plan at once, which can be executed efficiently to provide more reliable results. You’ll learn how to code agents using smolagents, a lightweight agentic framework from Hugging Face. Along the way, you’ll learn how to run LLM-generated code safely and develop an evaluation system to optimize your code agent for production. In detail, you’ll learn: - How agentic systems have evolved, gaining greater levels of agency over time—and why code agents are a next step. - How code agents write their actions in code. - When code agents outperform function-calling agents. - How to run code agents safely in your system using a constrained Python interpreter and sandboxing using E2B. - To trace, debug, and assess the code agent to optimize its behaviours for complex requests. - How to build a research multi-agent system that can find information online and organize it into an interactive report. By the end of this course, you’ll know how to build and run code agents using smolagents, and deploy them safely with a structured evaluation system in your projects. Please sign up here!

Andrew Ng

124,382 görüntüleme • 1 yıl önce

From 2027, Zimbabwe will require every school without exception to register its learners for ZIMSEC examinations. The era of parallel foreign examination systems operating outside our national framework is over. It's mandatory for all students to write ZIMSEC. However, schools wishing to offer both ZIMSEC and Cambridge should apply for permission to do so provided there is justification for it. This is not an attack on academic excellence. We are not banning Cambridge examinations .This is an assertion of national sovereignty over our own Education System. Zimbabwe's children deserve to be assessed on a common, uniform standard one that this government controls, benchmarks, and continuously improves. For too long, a two-tier system has told some children that their futures are validated in Cambridge and told others that ZIMSEC is somehow second best. That ends now. Private institutions operating on Zimbabwean soil have a clear directive: align with the national framework. This is not negotiable. Government policy is unambiguous comply or fall out of step with the direction this Republic is moving. We are building one education system. One standard. One Zimbabwe. Every child regardless of the school they attend or the uniform they wear deserves equal recognition under a national framework that belongs to all of us.All School Kids are the same.
0:43

From 2027, Zimbabwe will require every school without exception to register its learners for ZIMSEC examinations. The era of parallel foreign examination systems operating outside our national framework is over. It's mandatory for all students to write ZIMSEC. However, schools wishing to offer both ZIMSEC and Cambridge should apply for permission to do so provided there is justification for it. This is not an attack on academic excellence. We are not banning Cambridge examinations .This is an assertion of national sovereignty over our own Education System. Zimbabwe's children deserve to be assessed on a common, uniform standard one that this government controls, benchmarks, and continuously improves. For too long, a two-tier system has told some children that their futures are validated in Cambridge and told others that ZIMSEC is somehow second best. That ends now. Private institutions operating on Zimbabwean soil have a clear directive: align with the national framework. This is not negotiable. Government policy is unambiguous comply or fall out of step with the direction this Republic is moving. We are building one education system. One standard. One Zimbabwe. Every child regardless of the school they attend or the uniform they wear deserves equal recognition under a national framework that belongs to all of us.All School Kids are the same.

Hon Minister Torerayi Moyo

83,710 görüntüleme • 2 ay önce

A new study has provided compelling evidence that Earth, shortly after its formation, was initially dry and lifeless, lacking the essential building blocks for life, such as water and organic compounds. Using precise measurements of the radioactive decay of manganese-53 into chromium-53 in meteorites and terrestrial rocks, the researchers determined that Earth's basic chemical composition was established within roughly three million years after the Solar System formed. This finding supports the Giant Impact Hypothesis: Earth’s Moon formed when a Mars-sized body, dubbed Theia, collided with our planet about 4.5 billion years ago. Crucially, Theia appears to have originated farther out in the Solar System and carried volatile elements, including water and carbon-rich compounds, that Earth lacked at the time. Therefore, it seems that Earth’s habitability, and ultimately the emergence of life, was not a straightforward outcome of gradual development but rather hinged on this dramatic, chance impact. 👉
1:42

A new study has provided compelling evidence that Earth, shortly after its formation, was initially dry and lifeless, lacking the essential building blocks for life, such as water and organic compounds. Using precise measurements of the radioactive decay of manganese-53 into chromium-53 in meteorites and terrestrial rocks, the researchers determined that Earth's basic chemical composition was established within roughly three million years after the Solar System formed. This finding supports the Giant Impact Hypothesis: Earth’s Moon formed when a Mars-sized body, dubbed Theia, collided with our planet about 4.5 billion years ago. Crucially, Theia appears to have originated farther out in the Solar System and carried volatile elements, including water and carbon-rich compounds, that Earth lacked at the time. Therefore, it seems that Earth’s habitability, and ultimately the emergence of life, was not a straightforward outcome of gradual development but rather hinged on this dramatic, chance impact. 👉

Erika 

45,002 görüntüleme • 10 ay önce

At HumanLayer, we’re on a mission to solve the AI slop code problem. In 2025 we open-sourced our Research, Plan, Implement framework, now deployed inside fortune 500s like Block and Uber - places where shipping slop is just not an option And that was just the beginning. Today, we’re opening access to HumanLayer - an Agentic IDE, collaboration platform, and building blocks for your software factory. HumanLayer enables engineers solving hard problems in complex codebases to: > move 2-3x faster across the entire SDLC (not just coding) > maintain rigorous standards for system architecture and program design Hundreds of engineers at companies of all sizes are already using HumanLayer to ship fast without sacrificing quality. I'm excited to invite you to try humanlayer today at and I'm even more excited to see what you build. Kyle Mistele 🏴‍☠️ and I are deeply grateful to our team, our customers who give us so much incredible energy and feedback, our investors who have always been in our corner, and our friends and family who have supported us along this crazy journey if you're a staff or principal engineer trying to make AI coding work at scale for your team, we'd love to hear from you as swyx likes to say - let's make this the year of no more slop
2:06

At HumanLayer, we’re on a mission to solve the AI slop code problem. In 2025 we open-sourced our Research, Plan, Implement framework, now deployed inside fortune 500s like Block and Uber - places where shipping slop is just not an option And that was just the beginning. Today, we’re opening access to HumanLayer - an Agentic IDE, collaboration platform, and building blocks for your software factory. HumanLayer enables engineers solving hard problems in complex codebases to: > move 2-3x faster across the entire SDLC (not just coding) > maintain rigorous standards for system architecture and program design Hundreds of engineers at companies of all sizes are already using HumanLayer to ship fast without sacrificing quality. I'm excited to invite you to try humanlayer today at and I'm even more excited to see what you build. Kyle Mistele 🏴‍☠️ and I are deeply grateful to our team, our customers who give us so much incredible energy and feedback, our investors who have always been in our corner, and our friends and family who have supported us along this crazy journey if you're a staff or principal engineer trying to make AI coding work at scale for your team, we'd love to hear from you as swyx likes to say - let's make this the year of no more slop

dex

344,098 görüntüleme • 28 gün önce

Smartwatches, biometric pills, AI diagnostics, they’re building a system to track you, control you, and decide what goes into your body. The goal isn’t protection. It’s compliance and slow extermination. COVID was just the beta test. An experiment to study our reactions and install global legal frameworks. Now that the Pandemic Agreement is signed, the next phase can begin. Another virus. Another crisis. But this time, AI will be in charge. They want a world where resistance is impossible. Where refusal equals death. And where health becomes a weapon. Watch my Series
1:05

Smartwatches, biometric pills, AI diagnostics, they’re building a system to track you, control you, and decide what goes into your body. The goal isn’t protection. It’s compliance and slow extermination. COVID was just the beta test. An experiment to study our reactions and install global legal frameworks. Now that the Pandemic Agreement is signed, the next phase can begin. Another virus. Another crisis. But this time, AI will be in charge. They want a world where resistance is impossible. Where refusal equals death. And where health becomes a weapon. Watch my Series

Dimitri Revolt

24,900 görüntüleme • 1 yıl önce

Humbled to share that we successfully test fired 3 semi-cryogenic rocket engines simultaneously, as a cluster. All the 3 engines are 3d printed as single pieces of hardware - designed and manufactured in-house at AgniKul Cosmos Rocket Factory - 1. As with all our propulsion systems, these 3 engines are also powered by electric motor driven pumps. This test involved calibrating 6 pumps, 6 motors and tuning 6 speed control algorithms to work together in perfect sync to achieve uniform startup, steady state and shutdown performance across the entire system. To the best of our knowledge, this is the first time such a test has been performed in India with semi cryogenic engines. We are extremely grateful to have the opportunity to be building world class, original space technology from India, for the world with the support of ISRO and IN-SPACe #Agnibaan #RocketEngineCluster #ElectricPumpFedEngines #Agnilet #SinglePieceEngine #3dprinting #RocketEngineTest #AdditiveManufacturing #Agnikul #AgnikulCosmos #StartupIndia #MakeinIndia #madeinIndiaForTheWorld Srinath Ravichandran MOIN SPM Satyanarayanan Chakravarthy IIT Madras IITMRP IIT Madras Incubation Cell Technology Development Board DSTIndia Anusandhan National Research Foundation TIDCO Startup India StartupTN Guidance Tamil Nadu Kerala Startup Mission
1:02

Humbled to share that we successfully test fired 3 semi-cryogenic rocket engines simultaneously, as a cluster. All the 3 engines are 3d printed as single pieces of hardware - designed and manufactured in-house at AgniKul Cosmos Rocket Factory - 1. As with all our propulsion systems, these 3 engines are also powered by electric motor driven pumps. This test involved calibrating 6 pumps, 6 motors and tuning 6 speed control algorithms to work together in perfect sync to achieve uniform startup, steady state and shutdown performance across the entire system. To the best of our knowledge, this is the first time such a test has been performed in India with semi cryogenic engines. We are extremely grateful to have the opportunity to be building world class, original space technology from India, for the world with the support of ISRO and IN-SPACe #Agnibaan #RocketEngineCluster #ElectricPumpFedEngines #Agnilet #SinglePieceEngine #3dprinting #RocketEngineTest #AdditiveManufacturing #Agnikul #AgnikulCosmos #StartupIndia #MakeinIndia #madeinIndiaForTheWorld Srinath Ravichandran MOIN SPM Satyanarayanan Chakravarthy IIT Madras IITMRP IIT Madras Incubation Cell Technology Development Board DSTIndia Anusandhan National Research Foundation TIDCO Startup India StartupTN Guidance Tamil Nadu Kerala Startup Mission

AgniKul Cosmos

361,648 görüntüleme • 4 ay önce

How do you give a humanoid the general motion capability? Not just single motions, but all motion? Introducing SONIC, our new work on supersizing motion tracking for natural humanoid control. We argue that motion tracking is the scalable foundation task for humanoids. So we "supersized" it: 9k+ GPU hours and 100M+ motion frames. But tracking alone is not enough; we show how to make a useful control system out of it: - Universal Kinematic Planner: Enables game-like gamepad control and high-level teleoperation, just like controlling a character in a game. - VR Full-Body Teleop: Direct, real-time whole-body control by a human wearing a VR headset. - VR Keypoint Teleop: Control the upper body (hands/head) while our planner handles robust locomotion automatically. - VLA Integration: We connect this motion tracker to autonomous Visual-Language-Action (VLA) models for autonomous task execution! We use a Universal Token Space to UNIFY this command space, turning our robust tracker into a general-purpose, programmable humanoid brain. This is the generalist "System 1" for humanoids. 🚀 Project: #Humanoids #Robotics #AI #FoundationModels #NVIDIAResearch 🧠🔥
1:32

How do you give a humanoid the general motion capability? Not just single motions, but all motion? Introducing SONIC, our new work on supersizing motion tracking for natural humanoid control. We argue that motion tracking is the scalable foundation task for humanoids. So we "supersized" it: 9k+ GPU hours and 100M+ motion frames. But tracking alone is not enough; we show how to make a useful control system out of it: - Universal Kinematic Planner: Enables game-like gamepad control and high-level teleoperation, just like controlling a character in a game. - VR Full-Body Teleop: Direct, real-time whole-body control by a human wearing a VR headset. - VR Keypoint Teleop: Control the upper body (hands/head) while our planner handles robust locomotion automatically. - VLA Integration: We connect this motion tracker to autonomous Visual-Language-Action (VLA) models for autonomous task execution! We use a Universal Token Space to UNIFY this command space, turning our robust tracker into a general-purpose, programmable humanoid brain. This is the generalist "System 1" for humanoids. 🚀 Project: #Humanoids #Robotics #AI #FoundationModels #NVIDIAResearch 🧠🔥

Zhengyi “Zen” Luo

62,040 görüntüleme • 8 ay önce

Rescue operations are still underway in Sumy at the site of the strike on an auto repair shop. Tragically, two people have been killed. My condolences to their families and loved ones. It is likely that another person remains trapped under the rubble. The strike also damaged a nearby residential building and a kindergarten. Preliminary reports suggest it was an attack using a multiple rocket launch system. The only way to defend against such attacks is by destroying Russian weapons and launch systems on Russian territory. This is why the ability to strike Russian territory is so crucial for us. It is the only effective way to limit Russia’s terror and, ultimately, its ability to wage war. I am grateful to all our partners who understand this and continue to explain it to others.
2:26

Rescue operations are still underway in Sumy at the site of the strike on an auto repair shop. Tragically, two people have been killed. My condolences to their families and loved ones. It is likely that another person remains trapped under the rubble. The strike also damaged a nearby residential building and a kindergarten. Preliminary reports suggest it was an attack using a multiple rocket launch system. The only way to defend against such attacks is by destroying Russian weapons and launch systems on Russian territory. This is why the ability to strike Russian territory is so crucial for us. It is the only effective way to limit Russia’s terror and, ultimately, its ability to wage war. I am grateful to all our partners who understand this and continue to explain it to others.

Volodymyr Zelenskyy / Володимир Зеленський

282,379 görüntüleme • 1 yıl önce

New Course: ACP: Agent Communication Protocol Learn to build agents that communicate and collaborate across different frameworks using ACP in this short course built with IBM Research's BeeAI, and taught by Sandi Besen, AI Research Engineer & Ecosystem Lead at IBM, and Nicholas Renotte, Head of AI Developer Advocacy at IBM. Building a multi-agent system with agents built or used by different teams and organizations can become challenging. You may need to write custom integrations each time a team updates their agent design or changes their choice of agentic orchestration framework. The Agent Communication Protocol (ACP) is an open protocol that addresses this challenge by standardizing how agents communicate, using a unified RESTful interface that works across frameworks. In this protocol, you host an agent inside an ACP server, which handles requests from an ACP client and passes them to the appropriate agent. Using a standardized client-server interface allows multiple teams to reuse agents across projects. It also makes it easier to switch between frameworks, replace an agent with a new version, or update a multi-agent system without refactoring the entire system. In this course, you’ll learn to connect agents through ACP. You’ll understand the lifecycle of an ACP Agent and how it compares to other protocols, such as MCP (Model Context Protocol) and A2A (Agent-to-Agent). You’ll build ACP-compliant agents and implement both sequential and hierarchical workflows of multiple agents collaborating using ACP. Through hands-on exercises, you’ll build: - A RAG agent with CrewAI and wrap it inside an ACP server. - An ACP Client to make calls to the ACP server you created. - A sequential workflow that chains an ACP server, created with Smolagents, to the RAG agent. - A hierarchical workflow using a router agent that transforms user queries into tasks, delegated to agents available through ACP servers. - An agent that uses MCP to access tools and ACP to communicate with other agents. You’ll finish up by importing your ACP agents into the BeeAI platform, an open-source registry for discovering and sharing agents. ACP enables collaboration between agents across teams and organizations. By the end of this course, you’ll be able to build ACP agents and workflows that communicate and collaborate regardless of framework. Please sign up here:
2:49

New Course: ACP: Agent Communication Protocol Learn to build agents that communicate and collaborate across different frameworks using ACP in this short course built with IBM Research's BeeAI, and taught by Sandi Besen, AI Research Engineer & Ecosystem Lead at IBM, and Nicholas Renotte, Head of AI Developer Advocacy at IBM. Building a multi-agent system with agents built or used by different teams and organizations can become challenging. You may need to write custom integrations each time a team updates their agent design or changes their choice of agentic orchestration framework. The Agent Communication Protocol (ACP) is an open protocol that addresses this challenge by standardizing how agents communicate, using a unified RESTful interface that works across frameworks. In this protocol, you host an agent inside an ACP server, which handles requests from an ACP client and passes them to the appropriate agent. Using a standardized client-server interface allows multiple teams to reuse agents across projects. It also makes it easier to switch between frameworks, replace an agent with a new version, or update a multi-agent system without refactoring the entire system. In this course, you’ll learn to connect agents through ACP. You’ll understand the lifecycle of an ACP Agent and how it compares to other protocols, such as MCP (Model Context Protocol) and A2A (Agent-to-Agent). You’ll build ACP-compliant agents and implement both sequential and hierarchical workflows of multiple agents collaborating using ACP. Through hands-on exercises, you’ll build: - A RAG agent with CrewAI and wrap it inside an ACP server. - An ACP Client to make calls to the ACP server you created. - A sequential workflow that chains an ACP server, created with Smolagents, to the RAG agent. - A hierarchical workflow using a router agent that transforms user queries into tasks, delegated to agents available through ACP servers. - An agent that uses MCP to access tools and ACP to communicate with other agents. You’ll finish up by importing your ACP agents into the BeeAI platform, an open-source registry for discovering and sharing agents. ACP enables collaboration between agents across teams and organizations. By the end of this course, you’ll be able to build ACP agents and workflows that communicate and collaborate regardless of framework. Please sign up here:

Andrew Ng

105,343 görüntüleme • 1 yıl önce

🔥 Antifa Militant Eric G. King: “I Was Arrested After Throwing Molotov Cocktails at a Congressman’s Office” “I was arrested in 2014 after throwing Molotov cocktails at a congressman’s office in Kansas City. I had gone to Ferguson to participate in the uprising… when I came back into the city, no one in Kansas City was really open to direct action, or at least no one that I knew. And so we had our little tiny affinity group and got to work. And when that wasn’t really raising the temperature… I decided to take it one step further.” “So I was charged with… possession of an incendiary device. Using an incendiary device, using an incendiary device against a government building, and then possession of an incendiary device in a government building. So yeah, it’s all the same like it’s all one thing like you threw a fucking bottle… but they could stack charges, right. So it was a 15 year mandatory minimum… we took the non-snitch plea, got it down to just the one charge with a mandatory minimum of 10. And so I ended up doing 9 years and 5 or 4 months of that sentence. 7.5 of that was in solitary.” “When I got locked up, I considered myself like a Alfredo Bonanno, like insurrectionist type of anarchist… that was the foundation of my anarchism… it was based on like toppling that system as opposed to the system in here… it was through political like direct action and violence and all this jazz.” “I wanna build a community around me to where the people practice mutual aid, practice solidarity, practice looking out for each other, because people did that for me and I did that inside prison too.” A Molotov attack on a sitting U.S. congressman’s office should be a major part of our national memory. The fact that it isn’t says a lot about what gets buried in the story of political violence in America.
3:39

🔥 Antifa Militant Eric G. King: “I Was Arrested After Throwing Molotov Cocktails at a Congressman’s Office” “I was arrested in 2014 after throwing Molotov cocktails at a congressman’s office in Kansas City. I had gone to Ferguson to participate in the uprising… when I came back into the city, no one in Kansas City was really open to direct action, or at least no one that I knew. And so we had our little tiny affinity group and got to work. And when that wasn’t really raising the temperature… I decided to take it one step further.” “So I was charged with… possession of an incendiary device. Using an incendiary device, using an incendiary device against a government building, and then possession of an incendiary device in a government building. So yeah, it’s all the same like it’s all one thing like you threw a fucking bottle… but they could stack charges, right. So it was a 15 year mandatory minimum… we took the non-snitch plea, got it down to just the one charge with a mandatory minimum of 10. And so I ended up doing 9 years and 5 or 4 months of that sentence. 7.5 of that was in solitary.” “When I got locked up, I considered myself like a Alfredo Bonanno, like insurrectionist type of anarchist… that was the foundation of my anarchism… it was based on like toppling that system as opposed to the system in here… it was through political like direct action and violence and all this jazz.” “I wanna build a community around me to where the people practice mutual aid, practice solidarity, practice looking out for each other, because people did that for me and I did that inside prison too.” A Molotov attack on a sitting U.S. congressman’s office should be a major part of our national memory. The fact that it isn’t says a lot about what gets buried in the story of political violence in America.

Stu Smith

36,457 görüntüleme • 9 ay önce

New short course: Practical Multi AI Agents and Advanced Use Cases with crewAI. Learn to build and deploy advanced agent-based systems in real applications in this course, created with CrewAI and taught by its founder, João Moura! (Disclosure: I've made a small seed investment in CrewAI.) In this course, you’ll learn how to create advanced agent-based apps that use external tools, do performance testing, can be trained with human feedback, and perform multiple tasks with different large language models. You will build several practical agentic apps that provide real business value, such as an automated project planning system, lead scoring and engagement pipeline, customer support data analysis, and a robust content creation system. In detail, you will learn how to: - Create these multi-agent systems with the building blocks of tasks, agents, and crews, along with the different things that make them work, such as caching, memory, and guardrails. - Integrate your multi-agent application with internal and external systems. - Connect multiple agents in complex setups, including parallel, sequential, and hybrid configurations, and create flows involving multiple agentic applications working together. - Test your agentic workflow and train it using human feedback to optimize its performance for better and more consistent results. - Work with multiple LLMs in your multi-agent system, using the appropriate model sizes and providers to fit each agent’s specific task. - Start a project from scratch in your environment and prepare it for deployment. You’ll also learn from an interview between João and Jacob Wilson, the Commercial GenAI Principal at PwC , in which they discuss deploying agentic workflows in real industry use cases. By the end of this course, you will be equipped to start building custom multi-agentic systems for your work. Please sign up here!
2:52

New short course: Practical Multi AI Agents and Advanced Use Cases with crewAI. Learn to build and deploy advanced agent-based systems in real applications in this course, created with CrewAI and taught by its founder, João Moura! (Disclosure: I've made a small seed investment in CrewAI.) In this course, you’ll learn how to create advanced agent-based apps that use external tools, do performance testing, can be trained with human feedback, and perform multiple tasks with different large language models. You will build several practical agentic apps that provide real business value, such as an automated project planning system, lead scoring and engagement pipeline, customer support data analysis, and a robust content creation system. In detail, you will learn how to: - Create these multi-agent systems with the building blocks of tasks, agents, and crews, along with the different things that make them work, such as caching, memory, and guardrails. - Integrate your multi-agent application with internal and external systems. - Connect multiple agents in complex setups, including parallel, sequential, and hybrid configurations, and create flows involving multiple agentic applications working together. - Test your agentic workflow and train it using human feedback to optimize its performance for better and more consistent results. - Work with multiple LLMs in your multi-agent system, using the appropriate model sizes and providers to fit each agent’s specific task. - Start a project from scratch in your environment and prepare it for deployment. You’ll also learn from an interview between João and Jacob Wilson, the Commercial GenAI Principal at PwC , in which they discuss deploying agentic workflows in real industry use cases. By the end of this course, you will be equipped to start building custom multi-agentic systems for your work. Please sign up here!

Andrew Ng

340,724 görüntüleme • 1 yıl önce