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Using theoretical speed of light modeling as grounding is really important for problems where the amount of computation and memory access is known a priori as it helps validate the quality of implementations and predict the impact of architectural changes.
It's possible that many of the jobs that humans do today will continue to be done by humans indefinitely, no matter how much better AIs are at those jobs, due to comparative advantage.
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xAI has released the weights and architecture of its 314 billion parameter Mixture-of-Experts model, Grok-1. It is written in JAX and uses a modern Transformer architecture with GeGLU, ROPE, sandwich Norm, and other niceties.
OpenAI appears to have accidentally published a blog post that was indexed by Bing and DuckDuckGo before it was quickly taken down. The post was an announcement for GPT-4.5 Turbo, a new model that surpasses GPT-4 Turbo in speed, accuracy, and scalability. The cached description mentions a knowledge cutoff date of June 2024 and a 256k context window. OpenAI has not commented on the leak.
Anthropic's Claude 3 Haiku is its fastest and most cost-effective AI model. It features advanced vision capabilities and excels in benchmarks. Claude 3 Haiku is designed for enterprises, with a focus on speed and affordability.
We can find some interesting trends by looking at GitHub stars for popular AI models. Most open-source AI tooling seems to be focused on infrastructure and applications.
Cappy is a small model trained to take instructions and a candidate completion and return a score for how well the completion fulfills the instructions. It outperforms much larger models at this task, suggesting it may be used as a feedback mechanism for training and generation.
ScoreHMR introduces a novel method for 3D human pose and shape reconstruction by leveraging the power of diffusion models. This approach, which bypasses traditional optimization techniques, uses score guidance to align a human body model with image observations.
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This blog post outlines the tech stack that Lamini uses to train models on AMD GPUs, which includes schedulers, model training tech, and more.
A state-of-the-art image upscaling tool.
Exploring the "speed of light" theoretical limit for transformer-based language model inference, this article highlights the importance of memory bandwidth over computational power, demonstrating that inference speed is primarily constrained by the ability to read data from memory rather than perform calculations, a key factor for optimizing and understanding AI performance.
The author of this article proposes differentiating AI discussions by using terms like "harmful," "helpful," "capable," and "incapable" rather than the vague good/bad spectrum. They personally view AI as capable but potentially harmful due to unresolved issues such as copyright infringement and bias exaggeration. The author invites readers to clarify their own positions on AI using these more specific terms.
This article reflects on the historical pattern of technological innovations impacting jobs, with the rise of AI being the latest example. It compares past shifts, like the advent of writing, printing, and typewriters, to the current AI revolution, pondering whether AI will ultimately enhance or diminish human creativity. The author calls for resistance and adaptation to preserve the uniquely human element in creative endeavors amidst the growing influence of AI-generated content.
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Kit is an open source MLOps project that packages your model, datasets, code, and configuration so data scientists and developers
Music Lang is an API and set of models that generate music.
kapa.ai offers insights on structuring documentation for LLMs, advocating for clear hierarchy, segmentation by sub-products, inclusion of troubleshooting FAQs, self-contained code snippets, and the establishment of community forums.
A dataset of curated Question and Answer pairs transcribed from earnings calls.
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If you’re a Web3 developer, now is the time to make sure your app code is secure. Vulnerabilities in wallets, dApps, or new blockchain implementations can quickly lead to disaster. And with the crypto market on the rise, hackers are on the prowl. Over the past decade, Coinspect [4] has partnered with dozens of companies to audit, report vulnerabilities, and propose improvements [4] to Web3 code. Their experts will stress-test your app from every which way — uncovering the holes in your security strategy before the bad actors find them.
The memecoin frenzy that has been brewing on Solana has boosted on-chain volumes to new records, exceeding $3.79 billion in volume per day. The success of coins like dogwifhat and the Book of Meme presale helped drive these volumes to new heights. This trend has helped Solana pass Ethereum in on-chain DEX volumes and has pushed the price of Solana to over $200.
Cetera Financial Group will now let its advisors include four bitcoin ETFs into client portfolios. The approval of these ETFs, offered by BlackRock, Fidelity, Invesco, and Franklin Templeton, for client portfolios marks another important step in adoption with established wealth managers’ support. Cetera will provide educational training for its financial professionals on the Bitcoin ETFs. As of now, the firm manages $190 billion in assets, and it plans to continually assess the implications of bitcoin ETFs for its clients.
A new Ordinals collection called Runestones was airdropped to early ecosystem participants last week. Runestones will transform into Runes tokens with the launch of the new UTXO-based Runes protocol, pioneered by Ordinals' creator Casey Rodarmor, offering a more efficient alternative to the BRC-20 token.
Sturdy Finance has launched the Sturdy Subnet Bittensor subnetwork on testnet as part of its efforts to build yield optimization infrastructure. Sturdy, backed by Pantera and Y Combinator, utilizes a groundbreaking architecture that experts claim could cut risk while maintaining liquidity. Furthermore, the Sturdy Subnet opens up opportunities for DeFi protocols and off-chain funds to increase yields in a secure, decentralized manner.
This thread lays out two new crypto law concepts that were recently introduced - DUNAs (Decentralized Unincorporated Nonprofit Associations) and BORGs (Cybernetic Organizations). DUNAs are intended to grant legal personhood to DAOs, allowing them to contract, sue, and pay taxes under US tax law. BORGs are legally wrapped multisigs that limit liability while setting parameters for their activities. Experts suggest these concepts, while not universal solutions, add to the growing toolkit for managing DAOs within a legal framework.
EigenLayer, a security abstraction and application layer, offers Ethereum validators the ability to earn additional revenue by lending out staked capital for various uses. By utilizing staked capital that's already serving as security collateral, modules established on EigenLayer can leverage the existing Ethereum validator pool and introduce additional slashing conditions. This process, known as "restaking," has the potential to reduce the financial strain associated with security for users of decentralized applications, lowering the bar for innovation and reshaping the landscape of protocol financing.
Memecoins, from Dogecoin to lesser-known tokens, play a vital role in pushing the boundaries of financial freedom and societal commitment to digital property rights. Memecoins are both a cultural and a financial phenomenon that represent a form of collective expression gained through emerging technologies.
Policymakers' opposition to Bitcoin, especially Bitcoin ETFs, is more rooted in concerns about the financial system's stability than investor protection or criminal use. Bitcoin acts as a stark signaling device, highlighting problems with excessive government spending and monetary policy. The ETFs also provide an easy ‘exit ramp’ for all people, which could prove to be problematic for a regime reliant on excessive government spending.
The Avalanche Foundation disclosed the first five memecoins owned under its Culture Catalyst program.
In this interview, Coinbase's Chief Security Officer Philip Martin, discusses the pervasiveness of scams beyond crypto and emphasizes education and proactive measures for prevention.
Marathon Digital Holdings is investing $87.3 million in a Texas 200-megawatt Bitcoin mining facility to boost capacity and reduce costs by 20% to counter the impact of bitcoin's halving.
Over 64,000 Synthetix users received a memecoin airdrop on Optimism by Synthetix's founder to test reduced fees post-Dencun upgrade, resulting in total fees of around $4,000.
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This article outlines a strategic framework for building and sustaining economic moats in companies, emphasizing a four-step process: identifying a unique market entry point (Wedge), leveraging initial assets to create a self-reinforcing cycle (Flywheel), validating and expanding the company's unique advantages (Moat), and scaling these advantages for sustainable growth (Expand). This approach is designed to guide companies from inception through scaling, with a focus on achieving long-term, defensible competitive advantages.
Every startup faces a pivotal moment where deciding what to build next in their product becomes unclear. In this article, PostHog shares its framework for navigating this challenge, which aligns around guiding principles, maps user needs through conversations, prioritizes by impact vs. effort, assigns clear ownership, and efficiently tests ideas with lean MVPs.
Picture a world where AI companions, armed with the full context of our health history and real-time body signals, guide us away from the murky depths of internet self-diagnosis. Envision doctors liberated from the shackles of administrative work, empowered by AI co-pilots that provide instant clinical notes and evidence-based decision support, allowing them to focus on the human touch that defines quality care. This isn't a distant dream — it's the dawn of a new era in healthcare. With AI's rapid advancements, particularly in large language models, we're on the cusp of making healthcare more efficient, accessible, and personalized than ever before.
Your website's homepage is the most effective marketing tool in your arsenal. It should address the specific needs of your target audience and explain how your product or service can help them. As a general rule of thumb, your homepage should mirror the way you would pitch your offerings to a potential customer during your first sales call.
Effective affiliate programs should be tailored to the product's complexity and market fit and managed and scaled efficiently while tracking crucial key performance indicators for success. This article provides a comprehensive guide to affiliate referrals for B2B SaaS companies, outlining the types of affiliate referrals, the steps to create a successful program, and potential benefits, such as cost-effective scalability and increased visibility.
The responsibility of a company executive essentially comes down to setting a clear direction. Maximizing productivity does not mean pressuring the team to work longer hours. Rather, it involves focusing on the right issues and paying attention to the details to maintain a high bar for quality.
A collection of 450 blogs, books, videos, and podcasts recommended by founders for founders.
Elon Musk’s xAI has open sourced Grok-1, a ChatGPT competitor.
iOS boilerplate to save hours of development and research with pre-built features.
Startup employees often face a tough decision when leaving their company due to the short post-termination exercise period (PTEP) for vested stock options. This article explores the challenges posed by the standard 90-day PTEP for both employees and companies. It highlights the potential value lost when employees can't afford to exercise their options and discusses the growing trend of companies extending their PTEP policies.
Today's technology landscape is often filled with debates, conflicting narratives, and division. Amidst all of this, it is easy to forget the joy and excitement that originally drew many of us to this field. This is a reminder to bring back that joy - the very thing that motivated us to embark on the journey of being a founder.
Leaders often confuse motion for progress, assuming new processes or tools will solve organizational issues. However, without thoughtful consideration and clear success criteria, merely moving fast or creating a lot of activity (velocity) doesn't necessarily mean that you are effectively overcoming the obstacles or resistance (friction) that prevent real progress.
Raising a pre-seed round at a $16m valuation can be challenging for most founders as it puts high expectations on growth before the next round and many startups can't grow that fast.
Powered by OpenAI, Figure 01, a humanoid robot, can now have full conversations with people and engage with its surroundings in a rather impressive way.