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Google’s DeepMind team highlights new system for teaching robots novel tasks on July 28, 2023 at 5:18 pm

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One of the first things you discover in the world of robotics is the complexity of simple tasks. Things that appear simple to humans have potentially infinite variables that we take for granted. Robots don’t have such luxuries.

That’s precisely why much of the industry is focused on repeatable tasks in structured environments. Thankfully, the world of robotic learning has seen some game-changing breakthroughs in recent years, and the industry is on track for the creation and deployment of more adaptable systems.

Last year, Google DeepMind’s robotics team showcased Robotics Transformer — RT-1 — which trained its Everyday Robot systems to perform tasks like picking and placing and opening draws. The system was based on a database of 130,000 demonstrations, which resulted in a 97% success rate for “over 700” tasks, according to the team.

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Image Credits: Google DeepMind

Today it’s taking the wraps off RT-2. In a blog post, DeepMind’s Distinguished Scientist and Head of Robotics, Vincent Vanhoucke, says the system allows robots to effectively transfer concepts learned on relatively small datasets to different scenarios.

“RT-2 shows improved generalisation capabilities and semantic and visual understanding beyond the robotic data it was exposed to,” Google explains. “This includes interpreting new commands and responding to user commands by performing rudimentary reasoning, such as reasoning about object categories or high-level descriptions.” The system effectively demonstrates a capacity to determine things like the best tool for a specific novel task based on existing contextual information.

Vanhoucke cites a scenario in which a robot is asked to throw away trash. In many models, the user has to teach the robot to identify what qualifies as trash and then train it to pick the garbage up and throw it away. It’s a level of minutia that isn’t especially scalable for systems that are expected to perform an array of different tasks.

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“Because RT-2 is able to transfer knowledge from a large corpus of web data, it already has an idea of what trash is and can identify it without explicit training,” Vanhoucke writes. “It even has an idea of how to throw away the trash, even though it’s never been trained to take that action. And think about the abstract nature of trash — what was a bag of chips or a banana peel becomes trash after you eat them. RT-2 is able to make sense of that from its vision-language training data and do the job.”

The team says the efficacy rate on executing new tasks has improved from 32% to 62% in the jump from RT-1 to RT-2.

​ One of the first things you discover in the world of robotics is the complexity of simple tasks. Things that appear simple to humans have potentially infinite variables that we take for granted. Robots don’t have such luxuries. That’s precisely why much of the industry is focused on repeatable tasks in structured environments. Thankfully, the 

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GLOBAL SUSTAINABILITY SUMMIT RETURNS FOR ITS 5TH EDITION AT THE BRITISH PARLIAMENT – HOUSE OF LORDS, PALACE OF WESTMINSTER

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FOR IMMEDIATE RELEASE

Theme: “People, Planet, and Profit in the Age of AI and Innovation”

London, United Kingdom — The Global Sustainability Summit (GSS) is officially back for its landmark 5th Edition, continuing its legacy as one of the leading international platforms driving sustainable development, climate action, ethical investment, innovation, and global collaboration.

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Convened annually at the prestigious British Parliament, House of Lords, Palace of Westminster, by Ambassador Canon Chinenem Otto, the Summit has, over the last four years, successfully fostered international dialogue and partnerships that have contributed to the advancement of global sustainability goals, the establishment of sustainability-focused ministries, departments and policy structures across national and subnational governments, and the attraction of major investors into sustainable development projects, corporations and emerging economies.

This year’s summit, themed “People, Planet, and Profit in the Age of AI and Innovation,” will explore how emerging technologies, responsible leadership, sustainable finance, innovation, and global partnerships can shape a more inclusive, resilient and environmentally conscious future.

The 5th Edition promises to be the most impactful yet, bringing together world leaders, policymakers, diplomats, investors, academics, innovators, climate experts and youth leaders from across the globe to discuss actionable solutions toward achieving a sustainable and equitable future.

Among the distinguished speakers, delegates and honorees already lined up for the Summit are:

• His Excellency Mallam AbdulRahman AbdulRazaq — Executive Governor of Kwara State, Nigeria and Chairman of the Nigeria Governors’ Forum

• His Excellency Senator Prince Bassey Otu — Executive Governor of Cross River State, Nigeria

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• Ambassador Patricia Espinosa Cantellano — Former Executive Secretary of UN Climate Change (UNFCCC) and Former Foreign Minister of Mexico

• Lord Marvin Rees, Baron Rees of Easton OBE — Member of the House of Lords, United Kingdom

• Hon. Neema K. Lugangira — Secretary-General of Women Political Leaders (WPL), Brussels and Former Member of Parliament

• Her Excellency Dr. Netumbo Nandi-Ndaitwah — President of the Republic of Namibia

• His Excellency Nangolo Mbumba — Former President of Namibia

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• Former President of Tanzania

• Her Excellency Ambassador Professor Olufolake AbdulRazaq — First Lady of Kwara State, Nigeria and Chairperson of Nigeria Governors’ Spouses Forum

• Your Excellency Dr. Dikko Umar Radda, PhD, CON — Executive Governor of Katsina State and Chairman of the Northwest Governors Forum, Nigeria

• Hon. Sam Shafiishuna Nujoma — Governor of Khomas Region, Namibia

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• H.E. Mr. Veiccoh Nghiwete — High Commissioner of the Republic of Namibia to the United Kingdom

• Her Excellency Ms. Macenje “Che Che” Mazoka — High Commissioner of Zambia to the United Kingdom

• Ms. Danielle Newman — Partner Lead, ICT, World Economic Forum

• Leanne Elliott Young — Co-founder, Institute of Digital Fashion & CommuneEast

• Ms. Chloe Russell — Producer & Presenter, Art, Science and Nature

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• Professor Marie-Claire Cordonier Segger — University of Cambridge & University of Waterloo

• Dr. Alexandra R. Harrington — IUCN World Commission on Environmental Law (WCEL)

• Professor Payam Akhavan — Massey College, University of Toronto

• Mr. Mallai C. E. Sathya — President, Dravida Vetri Kazhagam and International Movement for Tamil Culture Asia

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The Summit will feature high-level panel discussions, strategic investment conversations, sustainability awards, policy dialogues, innovation showcases, youth engagement sessions and international networking opportunities focused on climate resilience, ethical financing, food-water-energy sustainability, circular economy, artificial intelligence, diplomacy and sustainable development.

Speaking ahead of the Summit, Convener Ambassador Canon Chinenem Otto noted:

“As the world rapidly evolves through artificial intelligence and technological innovation, we must ensure that sustainability remains people-centered, environmentally responsible and economically inclusive. The Global Sustainability Summit continues to serve as a bridge connecting governments, institutions, innovators and investors to accelerate practical sustainability solutions globally. Our fifth edition is not only a celebration of progress made over the years, but also a renewed call for global collaboration and actionable impact toward achieving the Sustainable Development Goals and Net Zero ambitions.”

The Global Sustainability Summit continues to position itself as a catalyst for transformative partnerships and sustainable global progress, reinforcing the urgent need for collective action toward a more resilient and sustainable future.

More announcements regarding additional speakers, partners and summit activities will be unveiled in the coming weeks.

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US May Completely Cut Income Tax Due to Tariff Revenue

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President Donald Trump says the United States might one day get rid of federal income tax because of money the government collects from tariffs on imported goods. Tariffs are extra taxes the U.S. puts on products that come from other countries.

What Trump Is Saying

Trump has said that tariff money could become so large that it might allow the government to cut income taxes “almost completely.” He has also talked about possibly phasing out income tax over the next few years if tariff money keeps going up.

How Taxes Work Now

Right now, the federal government gets much more money from income taxes than from tariffs. Income taxes bring in trillions of dollars each year, while tariffs bring in only a small part of that total. Because of this gap, experts say tariffs would need to grow by many times to replace income tax money.

Questions From Experts

Many economists and tax experts doubt that tariffs alone could pay for the whole federal budget. They warn that very high tariffs could make many imported goods more expensive for shoppers in the United States. This could hit lower- and middle‑income families hardest, because they spend a big share of their money on everyday items.

What Congress Must Do

The president can change some tariffs, but only Congress can change or end the federal income tax. That means any real plan to remove income tax would need new laws passed by both the House of Representatives and the Senate. So far, there is no detailed law or full budget plan on this idea.

What It Means Right Now

For now, Trump’s comments are a proposal, not a change in the law. People and businesses still have to pay federal income tax under the current rules. The debate over using tariffs instead of income taxes is likely to continue among lawmakers, experts, and voters.

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Epstein Files to Be Declassified After Trump Order

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Former President Donald Trump has signed an executive order directing federal agencies to declassify all government files related to Jeffrey Epstein, the disgraced financier whose death in 2019 continues to fuel controversy and speculation.

The order, signed Wednesday at Trump’s Mar-a-Lago estate, instructs the FBI, Department of Justice, and intelligence agencies to release documents detailing Epstein’s network, finances, and alleged connections to high-profile figures. Trump described the move as “a step toward transparency and public trust,” promising that no names would be shielded from scrutiny.

“This information belongs to the American people,” Trump said in a televised statement. “For too long, powerful interests have tried to bury the truth. That ends now.”

U.S. intelligence officials confirmed that preparations for the release are already underway. According to sources familiar with the process, the first batch of documents is expected to be made public within the next 30 days, with additional releases scheduled over several months.

Reactions poured in across the political spectrum. Supporters praised the decision as a bold act of accountability, while critics alleged it was politically motivated, timed to draw attention during a volatile election season. Civil rights advocates, meanwhile, emphasized caution, warning that some records could expose private victims or ongoing legal matters.

The Epstein case, which implicated figures in politics, business, and entertainment, remains one of the most talked-about scandals of the past decade. Epstein’s connections to influential individuals—including politicians, royals, and executives—have long sparked speculation about the extent of his operations and who may have been involved.

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Former federal prosecutor Lauren Fields said the release could mark a turning point in public discourse surrounding government transparency. “Regardless of political stance, this declassification has the potential to reshape how Americans view power and accountability,” Fields noted.

Officials say redactions may still occur to protect sensitive intelligence or personal information, but the intent is a near-complete disclosure. For years, critics of the government’s handling of Epstein’s case have accused agencies of concealing evidence or shielding elites from exposure. Trump’s order promises to change that narrative.

As anticipation builds, journalists, legal analysts, and online commentators are preparing for what could be one of the most consequential information releases in recent history.

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