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SHORTCUT MODELS

Shortcut models are a new class of consistency like models that can generate continuous signals with very few inference steps.

SABOTAGE EVALUATIONS FOR FRONTIER MODELS

Anthropic has performed a number of novel evaluations to determine weaknesses and how to measure misalignment in large and powerful models.

ZERO-SHOT 3D VISUAL GROUNDING

VLM-Grounder is a new method for 3D visual grounding that overcomes the limitations of traditional approaches by using vision-language models (VLMs) and 2D images.

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DEEPSEEK'S NATIVELY MULTIMODAL MODEL

DeepSeek has trained and released a 1.3b powerful model that can operate on interleaved text and images to both generate and understand.

META'S LINGUA

Meta has created a simple and research friendly codebase that can reproduce Llama 2 7B in 24 hours.

ALIGNING TEXT-TO-IMAGE MODELS WITH HUMAN VALUES

LiVO (Lightweight Value Optimization) is a novel method for aligning Text-to-Image models with human values.

LONG CONTEXT CONTEST (KAGGLE COMPETITION)

The Gemini team has earmarked $100k for the best uses of their long context model capabilities.

ALPHACODIUM OUTPERFORMS DIRECT PROMPTING OF O1 MODEL

OpenAI's o1 model, which exhibits System 1.5 thinking, shows enhanced reasoning capabilities compared to previous LLMs but still falls short of full System 2 deliberate problem-solving. AlphaCodium significantly improves o1's coding performance by providing a structured framework that guides reasoning and iterative refinement, achieving better accuracy on Codeforces benchmarks. While o1 and AlphaCodium together show promise in advancing AI toward deeper reasoning, much work remains to integrate full System 2 thinking in AI models.

DUOLINGO CEO LUIS VON AHN THINKS AI HAS A LOT TO TEACH US

Duolingo's CEO, Luis von Ahn, discusses leveraging AI and gamification to enhance language learning through features like chat conversations with AI avatars and video game-like adventures generated by AI. The company recently introduced Duolingo Max, a higher-priced subscription plan that offers AI-driven conversation practice, as AI-generated content costs less and speeds up development. Despite AI's limitations in engagement, Duolingo focuses on keeping users motivated by balancing learning efficacy with gamified, entertaining experiences.

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EASILY HACKABLE VISION LANGUAGE MODEL

A simple and performant VLM implementation in pure PyTorch.

AMAZON ADS' AI GENERATOR TOOL CAN NOW CREATE AUDIO ADS

Amazon is expanding its use of generative AI for creating audio ads through its self-service ad platform.

GOOGLE SHOPPING IS GETTING A ‘FOR YOU' FEED OF PRODUCTS

Google Shopping has introduced AI-driven personalized feeds, which recommends products based on user searches and YouTube views.

STRIPE ACQUIRES STABLECOIN PLATFORM BRIDGE FOR $1.1 BILLION IN CRYPTO'S LARGEST ACQUISITION

Fintech payments giant Stripe has acquired stablecoin platform Bridge for a record-breaking $1.1 billion. Bridge is a stablecoin platform that facilitates simplified transactions and onboarding. It was previously valued at $200 million. This move represents a significant milestone for Stripe's foray into crypto payments.

DEFI CAN COMPLEMENT CENTRALIZED FINANCIAL SYSTEMS, SAYS FEDERAL RESERVE'S CHRISTOPHER WALLER

Federal Reserve Governor Christopher Wallet says that DeFi can complement, rather than replace, centralized systems. He highlighted the importance of important DeFi regulation, particularly regarding KYC rules and mitigating risks associated with stablecoins. While acknowledging stablecoins' benefits in payments and safe assets, he cautioned their use in illicit finance.

INTRODUCING PUMP ADVANCED

Pump Advanced is a trading terminal that offers optimized features like mini charts, top holder stats, and social activity all in one view to help traders navigate the ecosystem. The platform will have 0% fees for the first month and secure email login via Privy to create a non-custodial wallet.

ALL OF WORLD (FORMERLY WORLDCOIN)'S NEW ANNOUNCEMENTS

The rebranded World project aims to be the provider of identity and financial infrastructure around the globe. Its new Orb for eye scanning is greatly improved and available for purchase. WORLD 3.0 is a new anonymized identity check, and it now supports passport verification. The World Chain Mainnet, an OP Stack L2, is used for validating human transactions.

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THE MEMECOIN CULT PSYCHOLOGY

The formation of a “memecoin cult” involves individuals disillusioned by losses in utility coins who then find success and validation in memecoins. They then begin a journey going through stages of reinforced belief, social frustration, and eventual full commitment to a shared belief system centered around a charismatic leader. This process is driven by financial loss, emotional attachment, and social validation in cryptocurrency markets and online communities, resulting in a powerful feedback loop that is difficult to break.

CRYPTO X AI

While AI memecoins currently attract attention due to the ease of fine-tuning open-source models like Llama and adding tokens, the real future lies in decentralized AI models trained with token incentives. These decentralized models will become powerful engines for apps in crypto and DeFi, surpassing centralized models by enabling AI to build and operate protocols, manage decentralized economies, and create unbiased ecosystems without centralized control.

WHAT'S HAPPENING AT COINBASE?

Coinbase's incumbent exchange and institutional businesses are fueling growth into exciting areas like Base and the Coinbase Developer Platform. Base and Coinbase Wallet are now under the same leadership, creating a tighter feedback loop and facilitating an easier and more powerful onboarding and onchain experience. The Coinbase Development platform is an all-in-one product for building businesses run on crypto rails. It includes wallet SDKs and Payment APIs and is built with AI agents in mind.

APECHAIN TO BE BAYC'S LAST HURRAH

Apechain may be a last effort for the BAYC brand because of its ineffective use of APE (the token) as a gas token, low native yield, and disconnected branding that complicates outsiders from participating in the larger BAYC ecosystem. It would be better to rebrand to be less BAYC-centric, redirect ecosystem revenue back to APE through incentives like sequencer fees and governance, and integrate Yuga assets into validators to better incentivize economic activity and attract new builders.

CONTAINERIZED AVSS ON EIGENLAYER

EigenLayer supporting containerized AVSs means that they will be able to onboard more services, be more efficient, and benefit from greater security via isolation.

IS PUMPDOTFUN FAIR?

People are less concerned about low profitability in memecoin trading than by unfair insider practices like pump and dump schemes.

THE TRUTH OF TRUTH TERMINAL

Truth-terminal, a viral AI bot that released the GOAT memecoin, has been revealed to have its own wallet.

MORGAN STANLEY'S BITCOIN ETF HOLDINGS SURGE TO $272.1M

The firm's digital asset holdings represent 0.02% of its overall assets under management.

ALLEGED IPHONE SE 4 DUMMY UNITS SHOW IPHONE 14 DESIGN, APPARENT ‘PLUS' SIZE OPTION

New images of alleged iPhone SE 4 dummy units reveal a design similar to the iPhone 14 with a single rear camera, Face ID, and the same dimensions. Expected to launch in the spring, the iPhone SE 4 may come with a 6.1-inch OLED display, an A18 chip, and a 48MP camera. It could be Apple's first iPhone with a 5G modem.

ADOBE INTRODUCES AI TOOLS THAT MAKE IT EASIER TO WORK WITH VECTOR OBJECTS AND SKETCHES

Adobe has introduced new AI tools in its "Sneaks" program, including "Project Turntable" for converting 2D vector graphics into 3D and "Project Remix A Lot" for digitalizing hand-drawn sketches. These tools enhance design efficiency by maintaining visual integrity and automating layout variations for different platforms.

APPLE'S MACOS SEQUOIA LETS YOU SNAP WINDOWS INTO POSITION

Mac users now have native window-tiling capabilities that allow them to arrange multiple app windows on their screens easily. Windows can be arranged by utilizing the green zoom button, clicking and dragging, using the Window menu, or via keyboard shortcuts. Third-party tools like Magnet and Rectangle offer expanded options for customizing window arrangements beyond Sequoia's built-in features, providing users with greater flexibility and control.

PRIORITIZING DESIGN SYSTEMS

Agoda's design system has evolved since 2018, becoming a crucial tool that supports over 60 product teams and 1,600+ engineers and designers. As demand surged, prioritization and communication challenges arose. To deal with this, the team introduced a new request management process using Jira that fostered better coordination, transparency, and prioritization based on specific criteria.

THE BIGGEST FONT TRENDS TO LOOK OUT FOR IN 2025

A resurgence of serif typefaces is expected in 2025 as designers push back against the dominance of sans serif fonts and embrace custom, expressive letterforms to avoid homogenization. The trend will include a growing interest in nostalgic and variable fonts that focuses on pairing versatile workhorse types with more expressive fonts for contrast and character.

UX IS A JOKE, AND IT'S INEXCUSABLE

Poor user experiences, from CAPTCHA frustrations to awkward video calls, have become punchlines to jokes that highlight widespread design failures. The persistence of these issues is frustrating and embarrassing for UX professionals as there are known solutions.

OPEN-SOURCE FORM BUILDER

HeyForm is an open-source form builder that allows anyone to create engaging conversational forms for surveys, questionnaires, quizzes, and polls.

AI-MODERATED INTERVIEWS AND INSTANT SYNTHESIS

Strella is a customer research platform that uses AI-moderated interviews and real-time synthesis to deliver human insights in hours, not weeks.

TAILWIND GRADIENT GENERATOR

Effortlessly generate and customize gradients in Tailwind with user-friendly tools. Just select, copy, and paste the code.

A QUICK PRIMER ON DESIGNING WITH AI

While LLMs are language-based predictive models, they should be viewed as black boxes for practical purposes. Fundamental design principles include handling LLM hallucinations, ensuring undo functionality, enhancing existing features, and providing feedback loops. The focus should remain on delivering value, not just leveraging AI hype.

ACCELERATORS MAXIMIZE EFFICIENCY IN USER INTERFACES

Designing for expert users requires balancing learnability with efficiency. While new users need an intuitive interface to start quickly, expert users demand features that improve speed and productivity over time. Any system that will be repeatedly used should cater to both new users and expert users by including accelerators to allow people to complete specific routine tasks quickly and easily.

NEURODIVERSITY AND UX: ESSENTIAL RESOURCES FOR COGNITIVE ACCESSIBILITY

Neurodiversity is vital to accessibility in UX design, addressing conditions like dyslexia, dyscalculia, autism, and ADHD through inclusive frameworks like WCAG. Real-world expertise from advocates and specific resources helps create digital experiences that accommodate neurodivergent users and promote inclusive workplaces and educational systems.

PATENT SHOWS A MAD SMART RING WITH A DESIGN LIKE NO OTHER

Oppo's smart ring patent reveals a modular design with detachable electronics that offers a light and comfortable fit.

WHAT DESIGNERS CAN LEARN FROM A MISUNDERSTOOD MODERNIST

The Metropolitan Museum of Art exhibition is showcasing Paul Rudolph's architectural career, which was marked by brutalist designs.

HOW ERNST & YOUNG'S AI PLATFORM IS ‘RADICALLY' RESHAPING OPERATIONS

Ernst & Young's EY.ai platform boosts efficiency and allows users to focus on high-value tasks.

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HOW AI COULD TRANSFORM THE WORLD FOR THE BETTER

Dario Amodei, CEO of Anthropic, believes powerful AI could reshape society in a positive way, accelerating progress in fields like biology, mental health, economic development, governance, and even how we find meaning in work. AI's promise lies in its ability to compress decades of human progress into years. The challenge isn't just building the technology, it's reimagining how we live and work, using AI as a catalyst for human advancement rather than a disruptor.

FOUNDER MODE: SF VS NYC

San Francisco's culture prioritizes relentless focus and technical prowess, with founders immersed in their work and willing to sacrifice comfort for long-term gains. This environment is ideal for those looking to be at the forefront of innovation, especially in areas like AI. On the other hand, NYC offers a more holistic approach where storytelling and relationship-building are valued alongside technical skills. For many, the choice between the two cities boils down to prioritizing either the intensity of the build phase or the human connection in the pitch phase.