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forklog.media Former Google Engineers Unveil AI for Robots with ‘Untrained’ Skills

A startup founded by former Google engineers, Physical Intelligence, has unveiled the π0.7 model. The developers have claimed a "qualitative leap" in the AI's ability to generalize skills and perform tasks it was not directly trained for. Our newest model, π0.7, has some interesting emergent capabilities: it can control a new robot to fold shirts for which we had no shirt folding data, figure out how to use an appliance with language-based coaching, and perform a wide range of dexterous tasks all in one model! pic.twitter.com/s9NxKfb7pe— Physical Intelligence (@physical_int) April 16, 2026 The system belongs to the "Vision-Language-Action" (VLA) class and is designed for robot control. Unlike previous solutions, π0.7 has demonstrated signs of compositional generalization—the ability to combine previously learned skills to solve new tasks. Untrained Tasks and Transfer Between Robots During experiments, the model exhibited a range of unexpected abilities. Notably, π0.7 was able to control a new type of robot and fold t-shirts, despite the absence of training data for this specific platform. Compositional generalization is a key capability of large models like LLMs, but it has been elusive in robotics. Another emergent ability we found is to control a new robot (UR5e) to fold t-shirts, even though we didn't have any laundry folding data on this robot. pic.twitter.com/lAXYag002Z— Physical Intelligence (@physical_int) April 16, 2026 The results are comparable to the level of operators with hundreds of hours of teleoperation experience, noted the programmers. The tool also managed to understand the use of previously unfamiliar devices, including kitchen appliances. For instance, the robot completed part of a task involving cooking sweet potatoes in an air fryer, even though such scenarios were not in the training set. According to the developers, this was made possible by combining disparate skills—similar to how language models combine knowledge from different domains. Control Through Language and Context One of the key differences of π0.7 is its ability to be controlled not only through "what to do" commands but also through "how to do" clarifications. The model accepts: text instructions; metadata (such as speed and quality of execution); visual subgoals—images of the expected result of a step. Some of the subgoals can be created by the auxiliary system during operation. This allows the robot to adjust its behavior without retraining. π0.7 handles diverse prompts that don't just say what to do, but also how to do it, including rich language and multimodal information, such as visual subgoal images. At test time, these images can be produced by a lightweight world model. pic.twitter.com/cbdovdVjBG— Physical Intelligence (@physical_int) April 16, 2026 This approach allows for the integration of data from various sources—video, telemetry from robots, and autonomously collected episodes—into a unified learning system. The First Step Towards 'Universal' Robots Physical Intelligence noted that previously such models required retraining for each task—similar to early versions of language models. In contrast, π0.7 works "out of the box" and adapts to new scenarios through language. The team emphasized that such a level of generalization has long been considered a strong point of LLM, but remained unattainable in robotics. Despite the progress, the model still struggles with complex tasks without step-by-step prompts. However, with sequential instructions, the quality of execution significantly improves. In the future, such instructions could help train more autonomous machines capable of acting without human intervention. Physical Intelligence believes that π0.7 shows the first signs of a transition to universal robots that adapt to new conditions without manual adjustment for each task. Back in February, the company Carbon Robotics released the AI model Large Plant Model, which can recognize plant species to combat weeds.

bitcoinmagazine.com Kalshi and Polymarket Enter the Crypto Race to Launch Perpetual Futures

Bitcoin Magazine Kalshi and Polymarket Enter the Crypto Race to Launch Perpetual Futures Kalshi and Polymarket are racing to launch crypto perpetual futures, signaling a shift from event-based betting to continuous derivatives trading. This post Kalshi and Polymarket Enter the Crypto Race to Launch Perpetual Futures first appeared on Bitcoin Magazine and is written by Micah Zimmerman.

bitcoinmagazine.com Kalshi CEO Tarek Mansour To Speak at Bitcoin 2026 Conference on Prediction Markets and BTC

Bitcoin Magazine Kalshi CEO Tarek Mansour To Speak at Bitcoin 2026 Conference on Prediction Markets and BTC A new fireside chat has been announced for Bitcoin 2026 featuring Tarek Mansour, co-founder and CEO of Kalshi, in conversation with Brandon Green, CEO of BTC Inc. The session takes place April 27 at 11:40 AM on the Nakamoto Stage at The Venetian Resort in Las Vegas. Tarek Mansour is the co-founder and CEO of […] This post Kalshi CEO Tarek Mansour To Speak at Bitcoin 2026 Conference on Prediction Markets and BTC first appeared on Bitcoin Magazine and is written by Jenna Montgomery.

blockonomi.com Best Crypto to Buy Now: Pepeto Reaches $9.29M as ETF Inflows Surge and AAVE, Render Set Up for Breakouts

The best crypto to buy now received the strongest signal of fresh capital this quarter as spot Bitcoin ETFs absorbed $996 million in weekly inflows between April 13 and April 17, the largest total since mid-January 2026, according to CoinDesk. Ethereum products added $276 million and XRP ETFs recorded a 2026 record of $55.39 million, [...] The post Best Crypto to Buy Now: Pepeto Reaches $9.29M as ETF Inflows Surge and AAVE, Render Set Up for Breakouts appeared first on Blockonomi.

news.bitcoin.com Bitcoin ETFs Add $238 Million, Mark Fifth Straight Day of Inflows

Bitcoin extended its inflow streak to five days with a $238 million addition. Ether followed with steady gains despite mixed trading activity, while both XRP and Solana added to the momentum. Key Takeaways: Bitcoin ETFs added $238.37 million, with Blackrock’s IBIT sustaining the five-day inflow streak with a $256 million addition. Ether ETFs gained $67.77 […]

news.bitcoin.com Polymarket Unveils Perpetual Futures Trading for US Markets in 2026

Polymarket, the world’s leading prediction market platform, officially announced on Tuesday that it is expanding its product suite to include perpetual futures trading. Key Takeaways: Polymarket officially announced the launch of perpetual futures trading for crypto and stocks on April 21, 2026. The 2026 expansion into leveraged perps follows Polymarket’s CFTC approval to operate as […]

blockmanity.com Unlocking China’s Policy-Driven Blockchain Surge: Multi-Agent AI Framework Insights

Unlocking : Multi-Agent AI Framework Insights Blockchain technology is changing the world, but not every country approaches it the same way. While many places let market forces lead the way, China takes a different path. Here, strong government policies guide […] The post Unlocking China’s Policy-Driven Blockchain Surge: Multi-Agent AI Framework Insights appeared first on Blockmanity.

bitcoinist.com XRP Ecosystem Has ‘No Upper Limit’ If Ripple Executes, Michael Arrington Says

Michael Arrington, founder of Arrington Capital, said the XRP ecosystem could have “no upper limit” in value if Ripple stays focused on its mission and keeps executing, framing the company’s infrastructure buildout as a long-duration bet on institutional crypto rails rather than a short-term market narrative. Speaking on Ripple’s Onchain Economy series in an episode […]

btcmanager.com ‘Are we an industry of clowns?’ Curve founder urges unified DeFi security rulebook after rsETH shock

Curve founder Michael Egorov is pushing for chain-wide DeFi security standards after the Kelp rsETH exploit exposed how “centralized” chokepoints can still wreck supposedly decentralized systems. Curve founder Michael Egorov has called for industry-wide DeFi security standards after what he…

blockonomi.com Why Most Crypto Presales Fail to Raise Enough — and How Kooc Media Fixes the Biggest Problem

The majority of crypto presales underperform. Not because the projects behind them are bad, but because not enough people know they exist. A token sale with strong fundamentals, a capable team and a genuine use case will still fall short of its target if the only people who see it are the few hundred members [...] The post Why Most Crypto Presales Fail to Raise Enough — and How Kooc Media Fixes the Biggest Problem appeared first on Blockonomi.

forklog.media Ripple Unveils Strategy to Shield XRP Ledger from Quantum Threats

The company Ripple has unveiled a multi-phase strategy to prepare the XRP Ledger (XRPL) for the era of quantum computing. The network is expected to be fully prepared for new threats by 2028. Post-quantum readiness on XRP Ledger (XRPL) is not a single upgrade. It is a fundamental architectural shift in how digital assets are secured over the long term. This transition will impact key management, validator infrastructure, and how users interact with the network.We…— J. Ayo Akinyele (@ja_akinyele) April 20, 2026 According to the roadmap, XRPL will transition to quantum-resistant cryptography in four phases. Developers emphasized that while the threat is not immediate, practical steps are necessary due to accelerated research in the field. The key risk is the "harvest now, decrypt later" scenario, where attackers collect encrypted data today to decrypt it in the future using quantum computers. The Transition Process The plan involves two parallel approaches—gradual migration and an emergency scenario in case of Q-day (the moment classical cryptography is broken): emergency readiness: the network will be able to forcibly transfer users' funds to secure format addresses if current algorithms are compromised; testing and integration (first half of 2026): implementation of quantum-resistant signatures alongside current transaction processing mechanisms in testnets; controlled transition (first half of 2026): exploration of new primitives, including zero-knowledge proofs and homomorphic encryption; full migration (target—2028): transition of the entire network to new standards by 2028. "In the final stage, the task goes beyond cryptography and is more about ensuring that we do not disrupt the existing XRPL mechanisms. This will require careful work and coordination with ecosystem partners," the developers noted. XRPL Features Ripple believes that XRPL has several architectural advantages for transitioning to the post-quantum era. The blockchain provides: support for key rotation without changing the account; deterministic key generation from a seed phrase; the ability to update cryptography at the protocol level. These features simplify migration compared to several other platforms (such as Ethereum), where users may need to transfer assets to new addresses. Back in March, the Ripple team announced the enhancement of XRPL security using artificial intelligence.

news.bitcoin.com New York Fintech, Prediction Market Giant Kalshi Eyes US Market for Crypto Perpetual Derivatives

Kalshi, the Commodity Futures Trading Commission (CFTC) regulated exchange known for its prediction markets, is reportedly preparing to launch crypto perpetual futures for the U.S. market. Key Takeaways: Kalshi plans to launch CFTC-regulated crypto perpetual futures for U.S. traders on April 21, 2026. The move targets a share of the derivatives market after Kalshi’s valuation […]

bitcoinmagazine.com New York Sues Coinbase and Gemini Over Alleged Illegal Prediction Market Gambling Operations

Bitcoin Magazine New York Sues Coinbase and Gemini Over Alleged Illegal Prediction Market Gambling Operations New York Attorney General Letitia James has sued Coinbase and Gemini, alleging their prediction market platforms constitute illegal gambling operations. This post New York Sues Coinbase and Gemini Over Alleged Illegal Prediction Market Gambling Operations first appeared on Bitcoin Magazine and is written by Micah Zimmerman.

cryptobriefing.com Andrew Lilico: The UK faces a looming fiscal crisis within a decade, younger generations are systematically disadvantaged, and an oligarchic structure is essential for governance | The Peter McCormack Show

UK's looming fiscal crisis threatens younger generations with housing exclusion and economic instability. The post Andrew Lilico: The UK faces a looming fiscal crisis within a decade, younger generations are systematically disadvantaged, and an oligarchic structure is essential for governance | The Peter McCormack Show appeared first on Crypto Briefing.

news.bitcoin.com New York AG Sues Coinbase and Gemini Over Illegal Prediction Market Gambling Claims

New York Attorney General Letitia James filed lawsuits Tuesday against Coinbase Financial Markets and Gemini Titan, alleging their prediction market platforms operate as illegal gambling businesses under state law, according to Reuters. Key Takeaways: Reuters reported that New York AG Letitia James sued Coinbase and Gemini on April 21 for operating unlicensed prediction markets. Both […]

blockonomi.com Best Crypto to Buy in 2026: BlockDAG, XRP, TRON, & Avalanche Lead the Market

The crypto landscape is shifting fast! As liquidity and tech breakthroughs redefine the game, the hunt for the best crypto to buy is zeroing in on powerhouses that pair massive utility with booming ecosystems. BlockDAG, XRP, TRON, and Avalanche are crushing it, offering everything from lightning-fast networks to global payment solutions, giving you the ultimate [...] The post Best Crypto to Buy in 2026: BlockDAG, XRP, TRON, & Avalanche Lead the Market appeared first on Blockonomi.

news.bitcoin.com TRON Integrates LI.FI Protocol, Unlocking Cross-Chain Access to Global Stablecoin Liquidity

This sponsored press release was provided by TRON DAO and was not written by Bitcoin.com News. Bitcoin.com News does not necessarily endorse the statements made within this announcement. PRESS RELEASE. Geneva, Switzerland – April 21, 2026 – TRON DAO, the community-governed DAO dedicated to accelerating the decentralization of the internet through blockchain technology and decentralized […]

news.bitcoin.com Charles Hoskinson Points to Cardano and Midnight as Fix for Cross-Chain Flaws Behind KelpDAO Hack

A cross-chain message forgery drained 116,500 restaked ether from KelpDAO on April 18, triggering what Cardano founder Charles Hoskinson called the largest DeFi exploit of the year and a contagion event that pulled billions in total value locked from the broader ecosystem within 48 hours. Key Takeaways: An attacker exploited KelpDAO’s cross-chain bridge on April […]