Apple's System-on-a-Chip (SoC) design tightly integrates all components, including both CPU and GPU, into a single package. TSMC's latest chip packaging process, known as SoIC-mH (System-on-Integrated-Chips-Molding-Horizontal), integrates different chips into a package in a way that improves thermal performance, allowing chips to run at full power for longer before they need to be throttled back to reduce heat. This approach may be used for the Pro, Max, and Ultra variants of the M5 chip. The M5 Pro chips will be used to power Apple Intelligence servers.
2024.12.24·9to5mac.com·3 min read·TLDR AI hallucinations can be remarkably useful. Scientists are using them to track cancer, design drugs, invent medical devices, uncover weather phenomena, and even win the Nobel Prize. This article looks at how AI hallucinations have been used to advance science. AI Hallucinations are giving scientists the chance to explore ideas they might not have thought about otherwise.
2024.12.24·links.tldrnewsletter.com·9 min read·TLDR Quantum computing could one day enable hackers to break the encryption that keeps bitcoin secure. A quantum device powerful enough to do this is still likely a decade or more away. The technology poses a long-term risk unless bitcoin's community of developers beef up its technology. A breakthrough that threatens bitcoin's security would also threaten many other industries, including traditional finance.
2024.12.24·links.tldrnewsletter.com·5 min read·TLDR Logging is critical for failure analysis and debugging, making it a major pillar for well-designed applications. It is also essential for observability in production. This post lists the most important logging traits for modern cloud applications.
2024.12.24·gerlacdt.github.io·2 min read·TLDR This article tells the story of Julius, a guy who managed to succeed through his way with words. Julius would receive praise for his work despite knowing nothing about many of the things he worked on. People believed him even when he said things that made no sense. More knowledgeable people would be responsible for checking his work - these people knew how poor the work was, but management liked him so much they couldn't see it. His story is analogous to AI - Julius is now everywhere.
2024.12.24·ploum.net·8 min read·TLDR 2024 is almost over, so it's time to start thinking ahead to next year. Some of the predictions for 2025 in this thread include more restrictions aimed at stopping kids using social media, the world's first trillionaire, and the hottest weather in recorded history. Links to previous years' threads are available.
2024.12.24·news.ycombinator.com·TLDR Dozens of investors at some of the biggest venture capital firms quit or were pushed out in 2024. An unusual number of investors are working on new firms. This is being caused by a protracted startup downturn and a broader shift in the role of VC firms. Bleak market conditions have led to less funding and leaner operations, so it makes sense for firms to employ fewer investors.
2024.12.24·bloomberg.com·7 min read·TLDR The funding round comprised 97 investors who gave a minimum of $77,593.
2024.12.24·techcrunch.com·6 min read·TLDR Microsoft is looking to add more models to its 365 Copilot product that aren't built by OpenAI.
2024.12.24·gizmodo.com·2 min read·TLDR AI quantization is a technique that involves lowering the number of bits needed to represent information.
2024.12.24·techcrunch.com·5 min read·TLDR The WordPress community needs to decide if it's okay with being led by a single person who controls everything.
2024.12.24·techcrunch.com·3 min read·TLDR AI systems will be passing undergraduate mathematics exams within a year.
2024.12.24·xenaproject.wordpress.com·13 min read·TLDR Attempting to make AI chatbots break their narratives can help you learn a lot about different chatbot platforms.
2024.12.24·interconnected.org·7 min read·TLDR Genesis, an open-source simulation platform, accelerates robot training 430,000 times faster than real-world conditions using text-generated 3D worlds. Developed by a team led by Carnegie Mellon University, it processes physics calculations 80 times faster than existing simulators using standard GPUs, facilitating rapid neural network training for robotics. Genesis uses Python and offers an accessible, non-proprietary solution for creating dynamic, physics-based environments without manual programming effort.
2024.12.24·arstechnica.com·5 min read·TLDR AI Waymo's autonomous vehicles significantly outperform human drivers in safety, showing an 88% reduction in property damage and a 92% reduction in bodily injury claims according to a study that analyzed 25.3 million miles of driverless operation. Compared to new cars with advanced safety tech, Waymo still achieves an 86% reduction in property damage and 90% in bodily injury claims. The data supports the potential of autonomous vehicles to reduce traffic fatalities, though more extensive data is needed for comprehensive comparisons.
2024.12.24·theverge.com·3 min read·TLDR AI Google DeepMind and OpenAI are intensifying their competition as OpenAI shifts towards a more commercial focus. This rivalry is driving both companies to innovate and push AI technology boundaries.
2024.12.24·semafor.com·1 min read·TLDR AI Stag-1 is a 4D driving simulation that reconstructs real-world scenes and generates lifelike videos from any perspective.
2024.12.24·wzzheng.net·3 min read·TLDR AI Meta has released a number of multimodal video understanding models with strong long context video performance.
2024.12.24·apollo-lmms.github.io·8 min read·TLDR AI Most texture generation systems rely on pretrained 2D images diffusion models. This work tried to approach the problem directly in UV texture space, which resulted in a set of inductive biases that strongly improved the underlying results of the system.
2024.12.24·cvmi-lab.github.io·7 min read·TLDR AI One of the NanoGPT speed run record holders has written an in depth blog post about the newest Muon optimizer that is used in many of the winner runs.
2024.12.24·kellerjordan.github.io·18 min read·TLDR AI The new Driv3R system revolutionizes 4D reconstruction for autonomous vehicles by eliminating slow global alignment processes.
2024.12.24·wzzheng.net·4 min read·TLDR AI Zyphra has written performant backwards kernels for AMD chips.
2024.12.24·zyphra.com·8 min read·TLDR AI Google's Quantum group's "Willow" is a 105-qubit superconducting chip that showcases advancements in error correction and a new quantum supremacy experiment. The chip demonstrates increased coherence times and gate fidelity, marking a significant milestone in quantum fault-tolerance. Despite its achievements, challenges remain in reaching fully fault-tolerant quantum operations, and verification of results continues to be complex.
2024.12.24·scottaaronson.blog·9 min read·TLDR AI AI is rapidly transforming drug discovery, with biologics developers securing $1.6B in 2024 funding, indicating an expanding focus beyond small molecules. M&A activity in AI drug discovery is surging, with major big pharma players acquiring startups and bolstering in-house AI capabilities. This reflects a growing urgency to integrate AI in drug R&D to reduce costs and accelerate development.
2024.12.24·links.tldrnewsletter.com·2 min read·TLDR AI OpenAI has made its digital editing space, Canvas, available to all ChatGPT users, integrating it with GPT-4o. Canvas enhances the chat interface by allowing real-time editing and running Python code directly. It's now a default feature in custom GPTs, providing advanced functionalities for users.
2024.12.24·links.tldrnewsletter.com·3 min read·TLDR AI Perplexity has closed a $500 million funding round led by Institutional Venture Partners that values the company at $9 billion.
2024.12.24·techcrunch.com·1 min read·TLDR AI Google's Files app now supports Gemini, allowing Advanced subscribers to ask questions about PDFs via an "Ask about this PDF" button.
2024.12.24·theverge.com·1 min read·TLDR AI Apple is collaborating with Broadcom to develop its first server chip for AI applications.
2024.12.24·techcrunch.com·1 min read·TLDR AI OpenAI's latest AI 'reasoning models', o3 and o3-mini, are now available for public safety testing and research access. The model family was called 'o3' rather than 'o2' to avoid potential trademark conflicts with British telecom provider O2. o3-mini will offer low, medium, and high processing speeds, with the higher compute settings producing better results. It outperforms o1 on the Codeforces benchmark.
2024.12.23·arstechnica.com·3 min read·TLDR Apple is rumored to be working on a new smart home doorbell with advanced facial recognition. It will be able to integrate wirelessly with smart home locks and allow people to automatically unlock their doors with just a face scan. Apple is expected to expand its reach in the smart home market significantly next year. It plans to release a new smart home control device that will attach to walls and potentially a speaker base.
2024.12.23·9to5mac.com·2 min read·TLDR The Parker Solar Probe will make its closest approach yet to the Sun on Christmas Eve. It will fly into the solar atmosphere for the first time. It is estimated that the probe's heat shield will have to endure temperatures in excess of 2,500 degrees Fahrenheit. The mission is aimed at finding the birthplace of solar wind.
2024.12.23·arstechnica.com·4 min read·TLDR While the risk of cancer rises in our 60s and 70s, it drops past the age of around 80. A study in older mice found that they had higher levels of a protein that caused cells to act as if they were deficient in iron, which in turn limited their regeneration rates, restricting both healthy growth and cancerous tumors. The same processes were found to be occurring in human cells too. Cell growth capabilities were boosted when levels of the protein were artificially lowered or iron was artificially increased.
2024.12.23·sciencealert.com·3 min read·TLDR Monolith is a deep learning framework for large scale recommendation modeling. It features collisionless embedding tables, which guarantees unique representation for different ID features, and real time training, which captures the latest hotspots and helps users to discover new interests rapidly. Monolith supports batch/real-time training and serving.
2024.12.23·github.com·GitHub repository·TLDR The most successful implementations of large language models across industries were built with simple, composable patterns rather than with complex frameworks or specialized libraries. This article guides readers on how to build effective AI agents. AI agents are systems that dynamically direct their own processes and tool usage. They maintain control over how they accomplish tasks. Most applications won't need agents - they are the best option when flexibility and model-driven decision-making are needed at scale.
2024.12.23·anthropic.com·18 min read·TLDR OpenAI's GPT-5 project is expensive and behind schedule. It isn't clear when, or if, it will work. Microsoft had expected to see the model around mid-2024. There may not be enough data to train the model to make it smart enough. OpenAI recently turned to a technique called 'reasoning' to make its large language models smarter. It just released a new reasoning model smarter than anything else the company has released before, but there is still no word on when GPT-5 is coming.
2024.12.23·links.tldrnewsletter.com·16 min read·TLDR Google has slashed a tenth of its managerial roles since last year. Some of the managers were shifted to individual contributor roles and are no longer responsible for other employees. The company had identified 'durable cost savings' as one of its key goals for the year. Google this year has also slashed hundreds of jobs across multiple divisions, including ad sales, core engineering, and the hardware division responsible for the Pixel, Nest, and Fitbit.
2024.12.23·nypost.com·2 min read·TLDR Google has responded to the Justice Department's suggestions to curb its monopoly in the search business with a proposal that allows flexibility in browser deals and preloading search engines while ensuring compliance measures.
2024.12.23·androidpolice.com·3 min read·TLDR Bloom filters required minimal memory overhead, went well with SQLite's simple implementation, and worked within an existing query engine.
Palantir and Anduril are talking to tech companies, including SpaceX, OpenAI, Saronic, and Scale AI, about forming a consortium to bid on Pentagon contracts to challenge the dominance of 'prime' defense contractors like Lockheed Martin, Raytheon, and Boeing.
2024.12.23·techcrunch.com·1 min read·TLDR Amazon hopes to one day deliver millions of packages to customers in 30 minutes or less using its drone delivery service.
2024.12.23·links.tldrnewsletter.com·17 min read·TLDR A clustering technique helped Greptile reduce the number of comments that its AI was generating.
2024.12.23·greptile.com·5 min read·TLDR 100 pages is about the perfect size for a book - it lets ideas be substantial, but not substantiated to death.
2024.12.23·tracydurnell.com·3 min read·TLDR On the final day of OpenAI announcements, OpenAI announced O3, its most powerful reasoning model.
2024.12.23·youtube.com·22 min read·TLDR AI Google highlights recent advancements in AI, including enhanced models for conversational AI, updates to responsible AI practices, and new tools for developers.
2024.12.23·blog.google·6 min read·TLDR AI OpenAI has developed a new alignment technique for reasoning models that enables them to think about grounded behavior goals, like those found in safety guidelines, and respond accordingly. It is a step forward in alignment and away from baking in alignment and preference at the same time.
2024.12.23·links.tldrnewsletter.com·12 min read·TLDR AI A new reasoning framework that enhances accuracy and interpretability in Medical Visual Question Answering.
2024.12.23·arxiv.org·16 min read·TLDR AI A new dataset designed for training and evaluating AI models on multi-sentence understanding and annotation tasks, emphasizing context-aware analysis.
2024.12.23·zzzbbbzzz.github.io·2 min read·TLDR AI This framework enables robots to plan actions based on object affordances, improving generalization and efficiency in dynamic environments.
2024.12.23·kakituken.github.io·2 min read·TLDR AI A comprehensive toolkit for developing multimodal AI applications, with pre-built modules for vision, language, and audio integration.
2024.12.23·github.com·GitHub repository·TLDR AI Levitor is a platform for autonomous drone navigation that features state-of-the-art algorithms for obstacle avoidance and efficient pathfinding.
2024.12.23·ppetrichor.github.io·3 min read·TLDR AI