This article introduces "reasoning tokens" in language models, which generate additional tokens designed to predict future tokens rather than the immediate next one, thereby enhancing the model's ability to think ahead. Experiments demonstrate significant improvements in prediction accuracy, suggesting a potential for more complex reasoning without explicit step-by-step training.
2024.04.22·links.tldr.tech·4 min read·TLDR AI This article discusses the transformative potential and current limitations of generative AI like ChatGPT, noting that while it excels in tasks like coding and generating drafts, it struggles with complex tasks that require specific programming. It highlights the need for a vision that matches AI solutions with practical applications, emphasizing that identifying and integrating these into daily workflows remains a significant challenge.
2024.04.22·links.tldr.tech·9 min read·TLDR AI A visual guide to Vision Transformers (ViTs), a class of deep learning models that have achieved state-of-the-art performance on image classification tasks.
2024.04.22·links.tldr.tech·16 min read·TLDR AI The original Llama models had significantly more incorrect refusals. This brief blog shows some examples that previously failed.
2024.04.22·links.tldr.tech·2 min read·TLDR AI Researchers have demonstrated that OpenAI's GPT-4 model can autonomously exploit security vulnerabilities detailed in CVE advisories with an 87% success rate, far outperforming other models and tools like vulnerability scanners.
2024.04.22·links.tldr.tech·3 min read·TLDR AI 50 vision/language datasets combined into a single format to allow for improved training of models.
The launch of ZKasino, a decentralized gambling network, has sparked outrage among investors after the developers unexpectedly changed plans, preventing users from redeeming their bridged ether and instead automatically vesting it into $ZKAS tokens over a 15-month period. Despite warning signs and allegations of mismanagement, the project had initially attracted over $33 million from 10,000 participants. Following the controversial launch, the funds were sent to staking platform Lido, leading to widespread accusations of a rug pull and the cancellation of ZKasino's IDO and exchange listing.
Grayscale, creators of the GBTC trust-turned-ETF, has announced a Bitcoin Mini Trust with an industry-leading 0.15% fee. 10% of GBTC's assets will be contributed to the mini trust and automatically distributed to GBTC holders, giving them a non-taxable event to migrate to the lower-fee product. The Bitcoin Mini Trust will trade under the BTC ticker.
Messaging app Telegram made several announcements at Token2049 about new blockchain-based features. For creators and channel owners, it will introduce creator tips, tokenized stickers, and in-app digital product sales. A user-friendly in-app wallet will be introduced to interact with the TON blockchain, which will now feature native USDT for free transfers to Telegram contacts.
The EigenLayer team created a new model for analyzing the cryptoeconomic safety of PoS chains by comparing the cost of corrupting a blockchain with the profit that can be extracted from corrupting it. StakeSure is an on-chain insurance mechanism that guarantees no honest user can lose funds. Its many complex characteristics include provably safe bridging, automatically adjusting economic security, and a Karma system for loss compensation and hacker penalization.
We've seen a dramatic increase in Bitcoin prices after each halving, compounded by narratives like ICOs in 2016 and NFTs in 2020. With this halving, the two main narratives are ETFs and institutional adoption and the rise of the BTC L2/DeFi ecosystem. The Bitcoin ETFs are already half the size of gold ETFs, with $43 billion in combined assets, and there has never been more institutional interest. At the same time, Ordinals, Runes, and Bitcoin L2s are driving higher transaction fees and reinvigorating the Bitcoin development ecosystem.
This thread provides tips for navigating crypto and NFT communities within Discord. Key tips include verifying the legitimacy of servers before joining, maintaining privacy in discussions, carefully approaching unsolicited advice and DMs, reporting suspicious behavior, avoiding publicly sharing wallet addresses, understanding smart contracts before interacting, and staying informed on the latest scams and security best practices.
L2s like Base are making millions of dollars daily on sequencer fee revenue. However, competition for blockspace is not the end goal. Instead, it is to make blockspace as cheap, reliable, and desirable as possible to incentivize applications to build on the platform. Over time, this will lead to network effects and massive liquidity advantages for the winning L2s.
BlackRock categorizes digital assets into cryptoassets, stablecoins, and tokenized assets. As the owner of the iShares Bitcoin Trust, an investor in Circle, and the BUIDL money market fund creator, it is exposed to each group. BlackRock believes in Bitcoin for its internet-native accessibility, cross-border transactional efficiency, and sound inflation schedule. Blockchain can create nonstop capital markets with greater efficiency and transparency.
Robert Leshner, founder of Superstate, celebrates the company's first birthday and reaching $100M AUM from its first product, $USTB, a short-term government bond fund with daily USD/USDC liquidity yielding 5.36%.
The U.K. government plans to introduce legislation for stablecoins, crypto staking, exchange, and custody by June or July this year.
Risk is often incorrectly treated as an absolute measure, but it is actually subjective and dynamic, varying based on factors like technical expertise and domain knowledge.
This chart shows Base's growth trajectory by highlighting the daily number of contract deployers since its launch.
Among the first measures of Portugal's new prime minister, Luís Montenegro, is a rollback of the government's supposedly "woke" logo redesign. There was nothing particularly 'woke' about it, even though it was intended to be "inclusive, plural, and secular," which led to a highly simplistic logo. Eduardo Aires, the designer behind the redesigned logo, thinks the backlash is more about politics becoming polarized, as the logo was used as a "projectile weapon" before last month's general election.
Webflow has ventured into marketing optimization by acquiring AI-driven personalization startup Intellimize in an eight-figure deal. The union integrates the majority of Intellimize's team into Webflow's expanding platform. The union aims to enhance Webflow's offering by bringing advanced personalization and optimization tools to its customers, with Intellimize continuing to operate standalone while increasingly integrating with Webflow's services.
The Slack design team executed the launch of AI-powered features such as AI search and summaries within just six months, meticulously focusing on user-centric solutions for joint pain points like reducing noise and improving message management. They adopted a collaborative approach with shared ownership, rapid prototyping, and continuous feedback from internal and pilot users to refine these features and enhance productivity in the workplace.
Carvana utilizes a design system for consistency and scalability, with Figma playing a critical role in maintaining design standards and facilitating smooth collaboration between designers and developers. Variables in Figma have significantly enhanced Carvana's design quality and speeding up design updates and product development processes.
Product design has shifted towards rigid processes, sidelining creativity. Design teams often need to work on integrating new technologies and are connected to the products they create, hindering innovation and impact.
Design systems have grown to keep up with ever-expanding software needs, and the demands on color palettes have grown exponentially too. Modern software needs accessibility, adaptability, and consistency across dozens of devices, themes, and contexts. Picking colors by hand is practically impossible.
Master the basics of web layouts in Webflow with an interactive learning game.
In practice, the new Figma typography variables in this file showcase an example type ramp with variables for font family, font size, line height, and font weight.
Design a new font directly in the browser with features like contour drawing, component creation, paired kerning, and more.
The Boston Symphony Orchestra (BSO) has unveiled a new brand identity, a fusion of tradition and modernity, created by Colossus. The rebrand aims to make classical music more accessible to all and is characterized by warmth and approachability. It features a color-coded system and two complementary typefaces, blending old-world sophistication with contemporary flair.
Smaller teams and freelancers often need more dedicated financial resources, posing challenges in managing finances. Regularly tracking expenses, organizing records, and seeking assistance from accountants or financial tools can alleviate stress and improve financial management.
The Wizard of Oz method can provide insights into designing systems that provide personalized, real-time recommendations or utilize natural-language models effectively. It is useful when designers need to learn how users react or engage with these systems. Preparation and planning are essential when running a Wizard of Oz study. Make a plan, involve engineers, and pilot the survey for the best results.
Lexus showcased innovative mobility concepts at Milan Design Week, pushing boundaries with captivating installations.
Using AI, BuzzFeed author Sarah Aspler created a series of images that transform beloved Disney and Pixar characters into Old Hollywood movie stars.
VASA-1 is an AI image-to-video model developed by Microsoft that can generate videos from just one photo and a speech audio clip. As a result of the technology, lifelike avatars can hold real-time conversations with human-like conversational behavior.
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Create the bandwidth you need to surpass your most audacious goals. Athena Executive Assistants [4] are the hidden superpower behind elite founders, top investors, US governors, and other high-profile individuals [4]. And it's not just managing your calendar. Athena trains executive assistants with the latest AI apps that help [4]do things like pre-draft emails in your tone and suggest delegations from your existing workflows — exponentially increasing productivity and output.
Despite the potential benefits of using ChatGPT and LLMs, we have not yet identified a universal use case for them. While they are helpful for tasks like writing code or drafting an article, we need a product that can handle a wider range of tasks without requiring specific applications for each. Although some people imagine a future where these models can autonomously perform complex, multi-step processes on the internet, such as doing taxes or applying for a mortgage, we are still a long way from achieving this.
If you're finding it difficult to cope with the challenges of running a startup, don't worry - you're not alone. It's common to feel overwhelmed and focus on your weaknesses instead of your strengths. However, rather than dwelling on your perceived shortcomings or worrying about building an impressive resume, it's better to leverage your existing skills and tackle problems step by step. Embrace your lack of experience and use the tools that are available to you to succeed. Many successful founders had no prior experience in their industry, so don't let your lack of experience hold you back.
The demographic shift towards an aging population is putting a strain on systems like Medicare in the U.S. due to increased longevity and healthcare costs. The emergence of digital health innovations and age tech will be crucial in addressing these challenges. These technologies will enable elderly individuals to manage their health from the comfort of their homes, improving their quality of life and reducing their reliance on the healthcare system.
The CMOs of HubSpot and Zapier discuss the current and future role of AI in marketing, including its potential to automate tasks, enhance customer experience, and revolutionize marketing for small businesses, while also highlighting the importance of human oversight, effective marketing strategies, brand-building, and adapting products to maintain market fit. They cover a wide range of topics related to startup marketing, such as the impact of AI, marketing best practices, performance metrics, product marketing priorities, and navigating economic challenges.
First-time founders can avoid common pitfalls by learning from successful founders who failed in their first ventures. This article shares insights from the founders of Supabase, Mailgun, and Teleport on the mistakes they made in their first startups, such as premature scaling, cheating metrics, hiring unnecessarily, and building solutions that weren't 10x better. It also highlights other common first-time founder mistakes, including choosing the wrong co-founders, blindly following user requests, and having a poor founder-market fit.
This article discusses the challenges Generative AI startups like Tome face when transitioning from a consumer-focused model to targeting enterprise clients, highlighting the need for compliance with data privacy laws, security standards, and the ability to integrate with complex enterprise systems. It also emphasizes the importance of having a robust sales organization and the ability to scale, as well as the risks and considerations involved in moving upmarket too quickly or too slowly.
Copy-paste 8 prompts to go from 0 → to hero.
Meeting notes and CRM, automated.
Generate voice over scripts and voice overs for your short video.
This author challenges the conventional theory that software businesses have high profit margins due to low manufacturing and distribution costs once the initial design is complete. He argues that the need for continuous development and updates to retain customers in the SaaS model means that software development costs should be considered as part of the cost of goods sold, leading to lower actual profit margins than commonly believed.
Reddit has experienced unprecedented growth, reaching 1 billion monthly active users in 2024, making it a formidable competitor to platforms like Wikipedia, YouTube, and Amazon. The platform's success can be attributed to factors such as appealing to a broader audience through site redesign and diverse communities, providing a sense of community during COVID-19 lockdowns, empowering user moderation, and forming strategic partnerships with companies like Google for AI training and search result prioritization.
Both stories and spreadsheets are important in the success of a company, with stories representing future potential and spreadsheets representing past performance. A balance between the two is necessary for long-term value creation. This balance is crucial in picking the right investor partner, growing as a CEO, and avoiding the profit trap.
Instead of asking if a market is large enough, investors should consider whether a company has the potential to create or significantly expand the market through its efforts in marketing, selling, and building innovative products.
Founders should think bigger, aim for outlier success, and add a zero to their targets to align with the venture capital ecosystem's focus on funding companies with the potential to become once-in-a-generation successes.
Potential investors evaluate your potential based on your understanding of the market, including your product, users, competitive landscape, and pricing. Avoid giving them a reason to reject you.