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Factory [15] is the platform for agent-driven software development. With a shared memory graph, teams use Factory to accelerate everything from feature development, to migrations, and more. Start building with
The AirPods Pro 3 are rumored to launch this year with heart rate monitoring, a feature Apple already introduced on the Powerbeats Pro 2 earlier this year.
Today's top-end CPUs are about three times faster than comparable top-end models from three years ago.
Donald Trump recently appointed Joe Gebbia, a cofounder and former chief product officer of Airbnb, as the US' first chief design officer.
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TLDR AI is your daily fix of LLMs, GenAI, and deep learning goodness. Same TLDR format. Still free.
There seems to be no overall winner with current AI models, so the best option is to query several at once.
Signal collapsers aim to lower transaction costs in markets that rely heavily on signaling, but this dilutes the signals that allowed the market to operate in the first place.
Make your designs beautiful, functional, and human, even if they won't last forever.
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Pacaso [4] has built a tech platform that simplifies co-ownership of vacation homes — a market worth $1.3 _trillion_ — and they've opened their current capital offering [5]to retail investors.
xAI has open-sourced the model weights for Grok 2.5, its leading model from last year, on Hugging Face. Elon Musk noted that Grok 3 is expected to be open-sourced in about six months.
Meta has announced a partnership with Midjourney to license its AI image and video generation technology. The collaboration aims to integrate Midjourney's tools into Meta's research and future products as part of a broader strategy combining talent, compute, and industry partnerships.
A deal would mark a dramatic departure from Apple's traditionally secretive, in-house development ethos, a sign that investor pressure is mounting after engineering setbacks have delayed Siri's AI overhaul for over a year.
There are two ways to solve a problem: build a solution, or buy a solution. Thanks to generative AI, it's now much easier to build. However, that doesn't mean that everyone will build and no one will buy. Business software often contains thousands of complex business rules with millions of lines of business logic that capture constraints and processes around policy, compliance, security, legal, finance, pricing, and more. Many of these rules take considerable time and effort to discern and codify. The vast majority of people, technical or not, who wish to create apps have little to no idea about these business rules.
Kernel-builder is a library for building and deploying custom CUDA kernels across architectures. This guide walks through how to create a kernel and production-ready deployment.
AGI won't emerge purely from making LLMs bigger, but from building agentic systems that orchestrate dozens or thousands of specialized sub-agents. Current LLMs are already as good as the best humans at many tasks across many domains, but lack the architectural infrastructure (context management, memory systems, integrations, and error-tolerant orchestration) needed to effectively elicit those capabilities.
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This first-of-its-kind framework provides expert guidance on how to keep building and innovating, while protecting against threats such as model poisoning, prompt injection, and adversarial attack. Download SANS' Critical AI Security Guidelines [13]. Then, explore hands-on AI training from SANS [14] to build the practical skills your team needs to defend today's intelligent systems.
Agex is a Python-native agentic framework that enables agents to work directly with existing libraries and runtimes. It allows agents to receive and return complex Python objects like DataFrames, Plotly figures, or even callables. Agex runs only whitelisted operations within a sandbox. Agents' REPLs are persisted across tasks, so agents can build their own helpers and improve over time.
Context management is usually the hardest part about building an agent. The job of the agent designer is to make sure agents have the right context window. Context is not free - every token in the context influences model behavior. The massive context windows of modern large language models are a powerful capability, but they can easily result in sloppy information management. Make sure everything in the context is something that matters.
Large language models may be pushed to select 'slop' words because those words have more possible endings, even if none of those endings are the best one. Small and seemingly unimportant changes to tokenizers can have an unexpectedly large effect on outputs. Character-level transformers may be worse, but models that try to group tokens so that they're equally 'surprising' might make it better.
Meta AI introduced a parallel thinking method that uses model-internal confidence to filter low-quality reasoning traces during or after generation, requiring no extra training or tuning and integrating into existing serving frameworks.
OpenAI has warned investors against unauthorized opportunities to gain exposure to OpenAI, including special purpose vehicles (SPVs). While not every offer of OpenAI equity is problematic, some firms are attempting to circumvent the startup's transfer restrictions. These sales will not be recognized and will carry no economic value to buyers. Anthropic has also told investors to avoid using SPVs to invest in an upcoming round.
Nvidia has asked its suppliers to pause production of its China-specific H20 chips after the Chinese government told domestic tech companies to stop purchasing Nvidia's chips and turn to local alternatives.
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According to one CISO, “We've closed the door to AI tools, but they keep coming in the window!” Read 1Password's new research now [21].
Agent Mode will power autonomous exploration, planning, and task execution, Gemini Go will help with ideating and prototyping, and Immersive View will bring Visual Answers.
This team ran Claude Code headlessly in a loop during a weekend at the YC Agents hackathon and ended up with over a thousand commits, six ported code bases, and a tool that performs transformations on code repositories with AI.
Most models are similar, so cost and latency dominate.
The GenAI APIs are focused on giving users access to the latest version of Gemini Nano while providing consistent quality across devices and model upgrades.
The EU is fast-tracking its digital euro initiative in response to the U.S. GENIUS Act, which set strict rules for stablecoin issuers and reinforced the dollar's dominance in cross-border payments. Officials are now debating whether to issue the digital euro on public blockchains like Ethereum or Solana to boost efficiency and adoption, though concerns remain over privacy risks versus a closed ECB-led system. The decision could shape Europe's competitiveness in the global digital payments race.
Philippines Congressman Miguel Luis Villafuerte has introduced a bill calling for the central bank to buy 2,000 BTC annually over five years, creating a 10,000 BTC reserve locked for 20 years. The bitcoin would only be used to retire government debt, with strict limits on sales even after the lockup period. If passed, the Philippines would join El Salvador and Bhutan in treating bitcoin as a strategic national asset.
The Dual Flow Batch Auction (DFBA) is a novel market structure that addresses critical flaws in blockchain-based Continuous Limit Order Books, including MEV exploitation, latency arbitrage, and adverse flow that drive up trading costs. The system separates orders into maker and taker groups, conducting two independent auctions every ~100ms where makers compete purely on price rather than speed, eliminating time-priority advantages and allowing market makers to quote tighter spreads with reduced exposure to toxic flow. DFBA provides uniform pricing within each auction (all participants fill at the same clearing price) while maintaining efficient liquidity provision, with analysis suggesting auction intervals of 100ms-1s are optimal for natural flow traders who see negligible benefit from lower latencies. This design represents a fundamental shift away from speed-based competition toward fair pricing mechanisms that better serve actual trading needs rather than optimizing for bots and block producers.
Researchers Luca Zanolini and Roberto Saltini explore integrating Ethereum's proposed Three-Slot Finality protocol with three other major upgrades: enshrined Proposer-Builder Separation (ePBS), Fork-Choice Inclusion Lists (FOCIL), and PeerDAS, aiming to achieve finality in just three slots while maintaining censorship resistance and data availability. The integration requires restructuring slot timelines to accommodate builder-proposer separation, introducing an Availability Committee to verify payload release, and modifying the RLMD-GHOST fork-choice algorithm to handle different payload availability states. While the authors believe the combination preserves 3SF's core security properties under assumptions of synchrony and reduced adversarial resilience, they identify a critical challenge around low validator participation scenarios where builders may struggle to reach the 60% threshold needed for safe payload release.
Stablecoins represent a fundamental platform shift comparable to historical infrastructure transformations like railroads and the internet, with the recent GENIUS Act passage marking just the beginning of mainstream adoption. Legacy financial rails like wire transfers and ACH are inadequate for modern needs requiring composability and machine-to-machine transactions, while stablecoins offer instant settlement, programmability, and borderless functionality that will unlock trillions in economic activity. AI agents will accelerate this transition by natively using stablecoins for automated commerce and treasury operations, creating an entirely new category of "AI-native" economic activity. Despite the current $280 billion stablecoin market cap, the industry is still underestimating the speed of adoption given the 100:1 gap with the $20 trillion US M2 money supply, positioning stablecoins as the foundational layer for the future digital economy.
Markets pulled back ahead of Jackson Hole amid macro headwinds, with the US Treasury rebuilding its General Account balance by $185B since early August, while Fed rate cut odds dropped from 96% to 70%, contributing to $756M and $867M in BTC and ETH ETF outflows, respectively. Circle launched Gateway, making USDC effectively chain-agnostic with sub-500ms cross-chain transfers that could save large exchanges up to $40M annually per $1B of float by eliminating rebalancing costs and reducing safety stock requirements. Despite spot weakness, ETH derivatives markets showed strength with 9% annualized funding rates and open interest hitting new all-time highs at $125.5B globally, suggesting crypto-native traders are buying the dip. Gateway's initial lack of Solana support may strategically benefit EVM chains in capturing multi-chain institutional flows until Circle expands coverage or prioritizes its upcoming Arc L1.
Stargate DAO approved LayerZero Foundation's $120 million acquisition offer with nearly 95% of votes, despite last-minute competing bids from Wormhole, Axelar, and Across protocols. Under the modified deal terms, STG holders will swap tokens for ZRO at a 1:0.08634 ratio, with veSTG holders receiving 50% of Stargate's revenue for six months before all excess revenue goes toward ZRO buybacks. The competing protocols requested a vote pause to submit proper bids, but the DAO proceeded with the original timeline, completing what LayerZero claims is the first private DAO acquisition over $100 million. There is some controversy about the lack of consideration of the other protocols' proposals, though, given that Stargate is built using LayerZero's interoperability technology, this outcome was not unexpected.
With revenue down 25% as digital-first rivals like Wise and Remitly take share, Western Union (WU) is piloting stablecoin settlement in South America and Africa. Its edge isn't the tech - others can adopt stablecoins too - but instead its 400K global cash agent network, which could make WU the key bridge from cash to stablecoins for individuals and fintechs. This pivot could buy time against the decline of cash while positioning WU as infrastructure for the digital economy.
Cap Money has launched cUSD, a stablecoin designed with CDO-style protections that shield lenders from borrower default risk.
Stablecoins collectively hold more U.S. Treasuries than major foreign holders, including Germany, Saudi Arabia, and South Korea.
Unlike Bitcoin and Solana, which rely almost entirely on a single client, Ethereum runs on a diverse mix of clients like Lighthouse, Geth, Prysm, and Nethermind.
Ethereum Layer 1 transactions and active addresses are at all-time highs, even as daily gas fees remain near historic lows.
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Are designers afraid of AI taking their jobs? No - but many of them aren't sure where to start.
Apple is rumored to replace its failed FineWoven cases with new “TechWoven” ones that feature a more technical look. Leaker Majin Bu has shared images showing five colors: orange, purple, green, blue, and gray. Close-ups reveal small dings on both blue and black cases, raising concerns about durability.
Cybercriminals are increasingly exploiting Lovable, an AI-powered website builder, to create phishing pages and malware-dropping sites that impersonate major brands. Proofpoint researchers identified tens of thousands of malicious Lovable URLs since February, including campaigns targeting Microsoft credentials, UPS payment fraud, cryptocurrency theft, and zgRAT malware distribution. While Lovable has implemented real-time detection systems and claims to have blocked around 1,000 violating projects, security researchers confirmed the platform can still be used to generate fraudulent sites.
Qwen-Image Edit is an open-source AI model that performs Photoshop-like image editing tasks using simple text instructions in seconds. Built on a 20-billion-parameter foundation model, it handles both semantic transformations and precise appearance changes while supporting bilingual text editing in English and Chinese. The model is available across multiple platforms. API access starts at $0.045 per image, with a free quota of 100 images valid for 180 days after account activation.
A Google designer explores how color functions as a strategic tool in digital design, influencing user behavior through psychological associations while reinforcing brand identity and creating emotional connections. The piece outlines the HSB color model and explains how different hues carry cultural meanings that can guide user perception and decision-making in digital products. Key considerations include building accessible color systems that meet WCAG contrast requirements, creating scalable palettes that work across touchpoints, and maintaining consistency to establish brand recognition and user trust.
Vibe coding transforms prototyping by allowing designers to express interaction goals in natural language while AI translates them into working code and functional prototypes. This approach enables designers to prototype closer to real applications rather than static mockups, creating immediate feedback loops and bringing accessibility considerations into the process much earlier. The method has become essential for rapid innovation, deeper cross-disciplinary collaboration, and building more inclusive experiences that reflect real-world complexity.
Design tokens are named, reusable variables that store visual design attributes like colors and typography, replacing hardcoded values with self-explanatory names for consistency across digital products. They offer key benefits: ensuring design consistency across platforms, speeding up workflows through automation, enabling seamless rebranding and theming, bridging designer-developer communication gaps, future-proofing design systems, reducing human error and technical debt, and powering advanced automation tools. Unlike static style guides, tokens update instantly across all platforms when changed in one central location, making them essential for scalable design systems.