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Google detailed how Gemini 2.5 Pro and Flash, with spatially aware multimodal reasoning and code generation, can run locally on robots to label scenes, devise task plans, and translate voice commands into executable actions via the Live API.
Tokenization should be replaced with a general method that better leverages compute and data. This article looks at tokenization's role and its fragility and builds a case for removing it. It then explores the potential impacts of Byte Latent Transformer, a promising candidate.
Ben Thompson, an influential tech analyst, argues Meta will become the "MySpace" of the AI era if LLMs prove truly transformative and Zuckerberg's recent talent acquisition blitz fails. Thompson sees Microsoft's exclusive Azure-OpenAI API access as crucial leverage despite their increasingly frayed relationship, while positioning Amazon-Anthropic as the most stable partnership and warning Google remains vulnerable to search disruption.
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ContinualFlow subtracts unwanted regions from a model's distribution by flow‑matching toward an energy‑reweighted target, avoiding full retraining and operating without the original samples.
The Linux Foundation announced at Open Source Summit North America the formation of the Agent2Agent project with Amazon Web Services, Cisco, Google, Microsoft, Salesforce, SAP, and ServiceNow. The new independent entity will allow companies to collaborate closely on fostering an open and interoperable ecosystem for AI agents with the Agent2 Agent protocol and other interoperability technology. The project will be hosted by the Linux Foundation and seeded with Google's transfer of the protocol specification. The neural governance of the Linux Foundation will ensure the project remains vendor-agnostic and community-driven.
XBOW, an autonomous penetration tester, has reached the top spot on the HackerOne leaderboard. The bot doesn't need any human input and can scale rapidly, completing comprehensive penetration tests in just a few hours while operating much like a human pen tester. It has reported thousands of validated vulnerabilities, many of which affect high-profile targets from well-known companies.
Warp has introduced an agentic development environment to help developers interact with AI coding agents, moving beyond traditional IDEs and terminals. This new tool facilitates prompt-based code generation, management, and debugging, integrating AI supervision features. Warp's comprehensive environment is positioned as a superior alternative to other AI development tools, boasting over 500,000 users and maintaining competitive pricing.
The potential for AIs to be treated as "moral patients" raises ethical concerns as advanced AI becomes more integral to society. As AI training could involve pain, it's crucial to determine AI consciousness and moral status to prevent mistreatment. This issue, while complex, challenges us to evaluate our values and the implications of rapidly integrating AI into our civilization.
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Andy Konwinski's Laude Institute aims to fund "beneficial" AI research starting with a $15, 7-year commitment to UC Berkeley's new AI Systems Lab.
PS3 enables efficient vision pre-training up to 4K resolution using selective encoding, forming the basis for the VILA-HD model.
Long context dataset for benchmarking an LLM's ability to distinguish between multiple needles hidden in context.
Bitcoin's market dominance has climbed back to 62%, reversing May's dip and signaling sustained institutional preference for blue-chip crypto exposure. While Bitcoin benefits from mainstream adoption and equities like COIN and MSTR offer accessible entry points, altcoins remain fragmented and underrepresented in traditional portfolios. This divergence in capital allocation may delay the start of an altcoin season despite broader market strength.
Japan's FSA has proposed reclassifying cryptocurrencies as financial products under the FIEA, paving the way for crypto ETFs and a flat 20% capital gains tax. The move would shift crypto out of a progressive tax regime that reaches up to 55%, aligning it with equities and boosting appeal for both retail and institutional investors. With over 12 million active crypto accounts and initiatives like SMBC and Ava Labs exploring stablecoins, Japan is positioning itself as a global crypto hub under its “New Capitalism” strategy.
Token Terminal has launched treemap visualizations to show protocol metrics like active loans by chain, sector, and growth rate, using size and color gradients to highlight leading players. A recent example shows Morpho as Base's top lending protocol with $530.5M in loans, up 23.7% over 30 days, making it both the largest and fastest-growing in its sector.
Chainlink and Mastercard have partnered to enable over 3 billion Mastercard holders to purchase cryptocurrencies directly onchain through an integrated system involving Shift4 for payment processing, zerohash for custody, and XSwap/Uniswap for decentralized token swaps. Chainlink's interoperability protocol facilitates the data exchange between traditional card networks and multiple blockchains, creating a bridge between off-chain and on-chain transactions. This partnership continues Mastercard's expansion into cryptocurrency infrastructure, following recent collaborations with MoonPay for stablecoin payments and Kraken for crypto debit cards.
Crypto's largest Iranian exchange, Nobitex, was breached on June 18, with attackers siphoning off between $48.65 million and $82 million across Tron, Bitcoin, Dogecoin, and other chains. The hacker group “Gonjeshke Darande” claimed responsibility and sent the funds to vanity addresses emblazoned with anti-IRGC messages, thereby permanently burning the assets. This deliberate destruction of value and public political messaging recast the incident as cyber terrorism rather than a profit-driven crime.
Despite record highs in stablecoins, payments, and institutional onchain adoption by firms like JPMorgan, BlackRock, Mastercard, and Shopify, most token holders aren't capturing the resulting profits. Value is accruing to application-layer companies rather than public tokens, signaling the end of low-float, high-FDV launches and CEX-listing arbitrage. Going forward, sustainable wealth generation in crypto will mirror other industries: thesis-driven investing in BTC/ETH or building revenue-driven companies rather than “spray-and-pray” token bets.
Circle has launched USDC native minting on Codex, making it the fastest chain in crypto history to secure this milestone. The announcement emphasizes Codex's focus on solving the “singleness of money” problem, ensuring 1 USD stable equals 1 USD fiat across geographies and rails by addressing deep-rooted issues at the fiat–crypto boundary. Codex is building native solutions for T+0 wholesale FX, atomic compliance-integrated off-ramps, and risk-free fiat delivery, positioning itself as the infrastructure backbone for global stablecoin interoperability.
A Shopify unit economics breakdown shows stablecoin payments already deliver higher implied gross margins (30%) than credit cards (22%) despite a slightly lower take rate. Cross-border USDC rails eliminate costly FX fees (up to 1.25%) and settlement delays, offering faster and cheaper merchant payouts. With big-box retailers like Walmart and Costco operating on razor-thin 2–3% profit margins, even a 1–2% reduction in payment fees could boost bottom lines by 50%+, making merchant-issued or integrated stablecoins an obvious next step.
Nano Labs has entered a $500 million convertible note agreement to begin accumulating BNB, aiming to scale up to $1 billion in purchases as part of a new treasury strategy.
The total value locked in crypto has reached an all-time high of ~$365 billion.
The Bank for International Settlements released a report stating that stablecoins cannot provide singleness, elasticity, and integrity, making them unfit for underlying a financial system.
Coinbase has helped the US Secret Service recover $225 million in crypto from a series of 2023 scams.
OpenAI CEO Sam Altman expressed openness to advertising on ChatGPT, calling Instagram ads "kinda cool" and stating he's "not totally against" the concept. His stance has evolved from describing ads as a "last resort" in 2024 to being more direct about considering how advertisements could integrate into ChatGPT's future. Despite OpenAI's substantial funding, which included $40 billion in March, the company's operational costs of $3-4 billion annually may drive the shift toward advertising revenue models.
New court filings from a trademark lawsuit reveal that OpenAI and Jony Ive's hardware team, io Products, have been deeply exploring audio tech and in-ear ergonomics, despite denying that their first product is an in-ear or wearable device. While internal emails show interest in iyO's 3D ear-scanning technology and audio hardware, official court statements maintain that their upcoming AI product is still in early design stages and at least a year from release.
ElevenLabs has launched a standalone mobile app for iOS and Android, allowing users to generate AI-powered voice clips directly from text without needing the web platform. The app provides access to ElevenLabs' latest v3 alpha text-to-speech models, offering expressive voice control and shared credit limits across web and mobile platforms. This marks the company's second consumer-facing app. ElevenLabs plans to expand its offerings to include speech-to-text and conversational AI tools, positioning itself against competitors like Speechify and Captions.
Figma CEO Dylan Field shares seven pivotal moments from his journey, including how childhood acting led to a Windows XP commercial and how a middle school janitor sparked his mathematical interests. His unconventional Thiel Fellowship essay about disliking chocolate helped him secure funding, though the company briefly considered becoming a meme generator before focusing on design tools. The pandemic inspired FigJam when users began socializing in Figma. Field credits timing, mentorship, and his partnership with co-founder Evan Wallace as key factors in the company's success.
A designer adopted a video-first approach for their portfolio, recording presentations of their work to help potential employers understand their communication style and design process before scheduling interviews. The strategy involved creating slide presentations in Figma first and then recording walkthroughs with Screen Studio, which were embedded into their existing portfolio website alongside text summaries and slide decks. This approach leverages improved recording tools, addresses the dynamic nature of modern design work, and aligns with remote work communication patterns while providing an early competitive advantage in job applications.
Harder-to-use interfaces can improve user outcomes when designed intentionally, as research on disfluent fonts shows that cognitive strain helps people think more carefully and perform better on complex tasks. The key factor is user motivation - B2C users who personally need to solve problems are often more willing to engage with added complexity than B2B users who may be using software out of obligation. Examples include legal advice apps that improved query quality by replacing simple text fields with guided prompts and B2B tools where power users prefer complex interfaces like command lines for greater control and efficiency.
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luss.studio is a project management app that helps users spend less time juggling tools and more time doing what they love. Bring together client communication, task tracking, invoicing, and knowledge spaces.
The Restroom Archive is an ongoing case study that aims to document and celebrate the public restroom. What started as a joke in 2023 has become a years-long practice of 3D scanning the restrooms in restaurants, gas stations, convenience stores, coffee shops, and other spaces across the U.S. and Europe.
This tutorial explains how to create semantic color variables that describe function rather than appearance, building on accessible color palettes. It demonstrates how to create neutral, primary, and state-based color groups with fill, border, and text variants for design flexibility. The system uses reusable modifier classes like .primary and .outline that can be combined across components, allowing the entire design system to change color by updating just the root variables.
Apple, once known for its iconic advertising, has recently faced backlash after releasing—and quickly pulling—four controversial ads in just over a year, including the cringeworthy “Parent Presentation” and the widely criticized “Crush” iPad Pro spot. These missteps, along with underwhelming product rollouts and marketing misfires, have led many to question whether Apple's once-brilliant ad machine is losing its touch.
Kinetic typography combines movement and text to create impactful designs that grab attention and enhance storytelling beyond static text capabilities.
OpenAI's former head of research questioned whether "vibe coded" apps built by AI are assets or liabilities, arguing they may be problematic since developers don't understand the generated codebase.
Apple has reversed a controversial design change in macOS Tahoe 26 beta 2 by restoring the traditional light-left, dark-right color balance of the Finder icon, bringing it closer to its familiar look while retaining a subtler outline effect.
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Meta spent $14.3B on Scale AI and considered acquiring SSI for $32B after Llama 4 underperformed expectations, ranking 39th on benchmarks, while offering 9-figure packages to poach AI researchers. Zuck's strategy stems from Apple's platform control costing Meta billions in potential profits, driving his "do anything necessary" mentality to own the next platform through a personal AI assistant that knows your entire life context.
The Bank for International Settlements warns that stablecoins fail the "singleness" test of money—different stablecoins could trade at varying rates based on issuer creditworthiness, creating fragmented quasi-dollars rather than unified currency. This risks "stablecoin corporate feudalism," where users get trapped in specific ecosystems with fees for moving between tokens.
Warp launched an agentic development environment to streamline AI-assisted coding by incorporating AI-powered prompts and supervision controls. This system allows developers to manage and guide AI agents efficiently, leveraging terminal-style panes. Warp aims to outpace competitors by integrating coding and terminal tools into a unified, AI-centric platform.
Micro-moments are split-second decisions when users reach for devices to solve immediate problems. AI can now predict these high-intent interactions for product adoption. AI-powered personalization achieves 341% higher conversion rates by delivering contextually relevant experiences during four key moment types ("I-want-to-know/go/do/buy") that capture users right when they're ready to act.
PLG companies inevitably need sales teams as they move upmarket, just as sales-led companies add self-serve to lower CAC, creating a hybrid "two-motor" approach. Success isn't choosing between product-led or sales-led growth, but knowing when to activate each motor: self-serve for initial adoption and small accounts and sales for enterprise deals with complex requirements.
Valuation is a misleading metric for startup success, often obscuring financial realities like dilution and execution risks. Instead of focusing on valuation, startups should prioritize efficiency, retention, progress toward breakeven, and realistic assessments of equity payouts. High valuations may create pressure to justify numbers, shifting focus from building a sustainable business.
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