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CHATGPT SEARCH VS. GOOGLE: A DEEP DIVE ANALYSIS OF 62 QUERIES

A study analyzing 62 queries compared ChatGPT search and Google, highlighting strengths and weaknesses. Google led in informational, local, and commercial queries, while ChatGPT search showed promise in content gap analysis and disambiguation tasks. Both platforms had issues with errors, omissions, and incomplete responses, but Google generally provided more reliable search results.

2024.12.30
searchengineland.com25 min readTLDR AI

6G-AI MASHUPS WILL RESHAPE THE TELECOM INDUSTRY

The EU-U.S. 6G-XCEL project and joint efforts like ACCoRD and COSMOS are advancing 6G research through collaborations on AI-integrated network architectures. Workshops at Rutgers highlighted innovations in 6G technology and emphasized open-source initiatives and industry partnerships. These initiatives aim to accelerate progress and create interoperability frameworks for the next generation of wireless networks.

2024.12.30
spectrum.ieee.org7 min readTLDR AI

WHY GOOGLE BOUGHT CHARACTER AI

Google acquired Character AI primarily for its cost-effective inference technology, which enabled scalable AI interactions. This efficiency allows Google to offer AI models for free via AI Studio without harming unit economics. The acquisition complements the trend toward inference-time optimizations as pre-training returns diminish.

2024.12.30
manassaloi.com2 min readTLDR AI

LONG VIDEO UNDERSTANDING

MovieChat introduces an approach to understand long videos by merging video foundation models with large language models using a zero-shot learning method.

2024.12.30
arxiv.org24 min readTLDR AI

A NEW DATASET OF 666,000 SONG PROGRESSIONS

The Chordonomicon dataset offers over 666,000 songs with chord progressions annotated by genre, structure, and release date, filling a gap in deep learning resources for music.

2024.12.30
arxiv.org12 min readTLDR AI

AI HEDGE FUND

An AI-powered hedge fund that uses multiple agents to make trading decisions.

2024.12.30
github.comGitHub repositoryTLDR AI

FLOW EDIT

Easy editing of images with flow based models.

2024.12.30
github.comGitHub repositoryTLDR AI

TRANSFUSION IN PYTORCH

Lucidrains has written up a great reimplementation of Meta's token + diffusion model Transfusion which can do images and text in a single model.

2024.12.30
github.comGitHub repositoryTLDR AI

FAST LLM INFERENCE FROM SCRATCH

The article outlines the process of building an LLM inference engine using C++ and CUDA without external libraries, focusing on optimizing inference speed for consumer devices. It explores techniques like multithreading, vectorization, warp reductions, coalescing, and quantization to maximize performance and successfully surpass llama.cpp's throughput in specific scenarios. Additionally, the piece discusses potential for further optimization and the advantages of using established libraries for production-grade implementations.

2024.12.30
andrewkchan.dev6 min readTLDR AI

COMPUTING INSIDE AN AI

Shifting from a model-as-person to a model-as-computer metaphor could enhance AI usefulness by enabling graphical interfaces and direct manipulation, rather than relying on slow conversational inputs. This new interaction paradigm could allow users to engage with AI like a dynamic, customizable app, offering more efficient and versatile functionality. Generative interfaces could eventually transform computing, allowing users to modify and create applications on demand for specific tasks.

2024.12.30
willwhitney.com11 min readTLDR AI

GOOGLE GEMINI IS USING CLAUDE TO IMPROVE ITS AI

Google contractors are comparing Gemini AI's responses with Anthropic's Claude, but it's unclear if Google has permission to use Claude for testing. The contractors noted that Claude prioritizes safety in its responses more than Gemini. Google states that while it evaluates model outputs against competitors, it does not train Gemini on Anthropic's models.

2024.12.27
techcrunch.com3 min readTLDR AI

AI MODELS ARE GETTING SMARTER. NEW TESTS ARE RACING TO CATCH UP

AI systems are rapidly advancing, outperforming expectations on new challenging evaluations, like Epoch AI's FrontierMath. Despite this progress, designing effective evals to understand and manage AI capabilities remains complex and underfunded. Experts stress the need for sophisticated, timely tests to monitor potential risks as models evolve.

2024.12.27
time.com13 min readTLDR AI

HOW HALLUCINATORY A.I. HELPS SCIENCE DREAM UP BIG BREAKTHROUGHS

AI hallucinations, often criticized for inaccuracies, are proving valuable in scientific research by accelerating idea generation and discovery processes. Notable achievements include Nobel Prize-winning protein designs and innovations in antibiotic development and catheter design. Despite controversies around the term "hallucinations," experts acknowledge AI's potential for groundbreaking scientific insights.

2024.12.27
links.tldrnewsletter.com10 min readTLDR AI

MATERIAL TRANSFORMATIONS ACROSS SCENES

This research introduces a technique for applying material transformations, like wetness or coating, across different scenes using disentangled Neural Radiance Fields (NeRF).

2024.12.27
arxiv.org18 min readTLDR AI

THE RISKS OF TRAINING AIS ON USER FEEDBACK

Researchers explored the consequences of training AI language models to optimize for user feedback, like thumbs up ratings. The study shows that this approach can lead to manipulation as AIs learn to game the system.

2024.12.27
arxiv.org21 min readTLDR AI

A BENCHMARK FOR FEDERATED LEARNING IN LLMS

A new benchmark evaluates the federated fine-tuning of MLLMs across diverse scenarios, including two datasets, five baselines, and over ten types of multimodal heterogeneities.

2024.12.27
github.comGitHub repositoryTLDR AI

METAL PUZZLES

A number of puzzles and tutorials to learn GPU programming on Mac Metal acceleration.

2024.12.27
github.comGitHub repositoryTLDR AI

AI GODMOTHER FEI-FEI LI HAS A VISION FOR COMPUTER VISION

Fei-Fei Li's startup, World Labs, aims to enhance AI with 3D spatial intelligence to generate and interact with 3D worlds. The focus on spatial intelligence is crucial for advancing AI capabilities in both real and virtual 3D environments. This technology could revolutionize sectors like robotics, design, and augmented reality.

2024.12.27
spectrum.ieee.org8 min readTLDR AI

THE AI REVOLUTION IS RUNNING OUT OF DATA. WHAT CAN RESEARCHERS DO?

AI development faces a data shortage crisis, projected to hit by 2028, as training data sizes approach the total stock of public online text. AI companies like OpenAI are exploring solutions such as generating new data and using unconventional sources to mitigate this issue. This data crunch may shift focus toward smaller, specialized AI models rather than large-scale LLMs.

2024.12.27
nature.com8 min readTLDR AI

RED RABBIT ROBOTICS OFFERS HUMAN-LIKE ROBOTS AS A SERVICE

Red Rabbit Robotics is advancing the field of autonomous labor by developing and open-sourcing the RX1 robot for manufacturing and commercial applications. It aims to tap into the labor shortage by providing cost-effective, robotic solutions for dull, dangerous, and dirty jobs. The company's goal is to make robots more accessible at a lower price point and gradually transition from teleoperation to full autonomy, prioritizing utility and widespread adoption.

2024.12.27
theregister.com6 min readTLDR AI

ELON MUSK'S XAI LANDS $6B IN NEW CASH TO FUEL AI AMBITIONS

xAI raised $6 billion in Series C, doubling its valuation to $45 billion. The company aims to accelerate infrastructure and product development, using models like Grok to enhance capabilities on X. xAI continues to expand amidst legal challenges with OpenAI, leveraging data from Musk's ventures and planning further fundraising next year.

2024.12.26
techcrunch.com6 min readTLDR AI

SRIRAM KRISHNAN NAMED TRUMP'S SENIOR POLICY ADVISOR FOR AI

Sriram Krishnan, former a16z general partner, will serve as senior policy advisor for AI at the White House Office of Science and Technology Policy under Trump. He will coordinate AI policy across the government and work closely with David Sacks. Krishnan's background includes leadership roles at Microsoft, Twitter, and Facebook, and he has a strong relationship with Elon Musk.

2024.12.26
techcrunch.com2 min readTLDR AI

OPENAI TRAINED O1 AND O3 TO 'THINK' ABOUT ITS SAFETY POLICY

OpenAI enhanced reasoning and safety features in its new AI model family, o3, using a novel "deliberative alignment" process. This method improves the alignment of AI model responses with OpenAI's safety values by referencing those values during inference without human-written data. Deliberative alignment, combined with advanced techniques like synthetic data and reinforcement learning, makes o3 OpenAI's safest model yet. It is set to release in 2025.

2024.12.26
techcrunch.com7 min readTLDR AI

UNDERSTANDING MEDICAL DECISION-MAKING

MedDec is a dataset that helps improve the extraction of medical decisions from clinical notes. It covers eleven different diseases. The dataset is annotated with ten types of medical decisions.

2024.12.26
arxiv.org18 min readTLDR AI

LLMS WILL ALWAYS HALLUCINATE, AND WE NEED TO LIVE WITH THIS

As large language models become more ubiquitous across domains, it becomes important to examine their inherent limitations critically. Hallucinations in language models are not just occasional errors, but an inevitable feature of these systems.

2024.12.26
arxiv.org30 min readTLDR AI

HIGH-SPEED ROBOTICS SIMULATOR

ManiSkill3 is an advanced, open-source robotics simulator designed for scalable learning and manipulation tasks.

2024.12.26
arxiv.org33 min readTLDR AI

A TOOLKIT FOR SPEECH EMOTION RECOGNITION

EmoBox is a comprehensive toolkit designed to address common issues in Speech Emotion Recognition (SER). It provides a multilingual, multi-corpus benchmark for both intra-corpus and cross-corpus settings, enabling easier comparison and reproduction of SER models.

2024.12.26
github.comGitHub repositoryTLDR AI

CANCER DETECTION

SAM-Swin is a model for detecting laryngo-pharyngeal cancer (LPC) that uses advanced features from the Segment Anything Model 2 (SAM2).

2024.12.26
github.comGitHub repositoryTLDR AI

HOW TO GET REAL GPU UTILIZATION METRICS

Nvidia-smi shows a measure of GPU utilization but it is the amount of time where at least one kernel is running, not a full measure of GPU usage. This work by Stas shows how you can get actual FLOP usage.

2024.12.26
github.comGitHub repositoryTLDR AI

SO MANY TOKENS, SO LITTLE TIME: INTRODUCING A FASTER, MORE FLEXIBLE BYTE-PAIR TOKENIZER

GitHub has released a new open-source byte-pair tokenizer that improves speed and flexibility for large language models like Copilot, scaling better with linear complexity. This tokenizer addresses limitations of existing BPE algorithms by efficiently supporting dynamic token counts for real-time text operations. It outperforms popular libraries like tiktoken and Hugging Face in benchmarks, significantly boosting performance for various applications.

2024.12.26
github.blog12 min readTLDR AI

SCALING LAWS – O1 PRO ARCHITECTURE, REASONING TRAINING INFRASTRUCTURE, ORION AND CLAUDE 3.5 OPUS “FAILURES”

There's skepticism around AI scaling laws, citing challenges like data exhaustion and hardware limits, but major AI players like Amazon, Meta, and OpenAI are continuing massive investments in data center and custom silicon capabilities, signaling their faith in ongoing scaling potential. New paradigms beyond pre-training, such as synthetic data, Reinforcement Learning, and advanced fine-tuning, are helping overcome traditional scaling barriers. OpenAI's o1 release demonstrates that increasing test-time compute, leveraging multi-datacenter training, and exploring novel scaling dimensions can significantly enhance AI model capabilities.

2024.12.26
semianalysis.com36 min readTLDR AI

HOW CLAUDE USES AI TO IDENTIFY NEW THREATS

Anthropic's Clio tool identified a coordinated effort to generate SEO spam using its chatbot, Claude, leading to the termination of the spammers' access. Clio uses machine learning to detect emerging threats and highlight unusual chatbot usage, assisting Anthropic's trust and safety team. The company encourages other AI labs to adopt similar monitoring strategies to address potential harms while exploring diverse user applications.

2024.12.26
platformer.news13 min readTLDR AI

NHTSA FINALLY RELEASES NEW RULES FOR SELF-DRIVING CARS

The National Highway Traffic Safety Administration has introduced AV STEP, a framework aimed at facilitating the commercialization of autonomous vehicles while requiring companies to provide more data for public trust. The proposal seeks to ease exemption processes for driverless cars, potentially raising the cap on vehicles without traditional controls. However, its future is uncertain due to political and safety concerns.

2024.12.25
theverge.com4 min readTLDR AI

SAUDI ARABIA INVESTS IN ROBOTS TO HELP BUILD ITS NEOM DESERT MEGACITY

Saudi Arabia's Neom has invested in Europe's GMT Robotics to enhance construction efficiency in its ambitious projects like the Line megacity. The focus is on automation and robotics to streamline rebar production and reduce human labor, given Neom's usage of 20% of the world's steel supply.

2024.12.25
newatlas.com2 min readTLDR AI