# Apr 21, 2024

- **Meta says you can't turn off its new AI tool on Facebook, Instagram**  
  Meta has integrated AI across its platforms including Instagram, Facebook, WhatsApp, and Messenger in Canada, offering features like restaurant recommendations and study aids, but cannot be disabled by users.

- **Programming Is Mostly Thinking (2014)**  
  Programming involves significantly more thinking and decision-making than actual coding, with the physical act of typing constituting a minor fraction of the overall effort.

- **Why everything is becoming a game**  
  Gamification is increasingly used to influence behavior across various domains, from consumer purchases to employee productivity, leveraging Skinner's insights on behaviorism and the effectiveness of immediate, unpredictable, and conditioned rewards.

- **Financial market applications of LLMs**  
  Quantitative traders explore using Large Language Models (LLMs) for financial predictions, leveraging their autoregressive learning capabilities to model sequences of market data, akin to how they predict sequences of words.

- **How important is leetcode in ML?**  
  Leetcode's prominence in the hiring process for Applied Data Scientist roles at FAANG companies is highlighted by a 3:1 ratio of Leetcode to ML interviews, suggesting a significant emphasis on coding skills.

- **Self-reasoning tokens: teaching models to think ahead**  
  Self-Reasoning Tokens are introduced to incentivize models like GPT to plan for future tokens, effectively teaching them to think ahead by producing a secondary token that is only influenced by future tokens, not the immediate next one.

- **Penzai: JAX research toolkit for building, editing, and visualizing neural nets**  
  Penzai is a JAX library designed for post-training model manipulation, offering tools for reverse-engineering, model surgery, and more, enhancing research flexibility and model understanding.

- **Amazon grows to over 750k robots, replacing 100k humans**  
  Amazon's rapid advancement in robotics has led to the deployment of over 750,000 robots, working alongside its 1.5 million employees, marking a decrease of over 100,000 human workers since 2021.

- **Kaiming He's lecture on DL architecture for Representation Learning**  
  Kaiming He's lecture dives deep into DL architecture for Representation Learning, highlighting historical architecture advances with unparalleled clarity.

- **Fast food is already automated?**  
  Kernel, a new fast-casual restaurant by Chipotle's founder, utilizes robots for food preparation, aiming to revolutionize fast-food service with speed, accuracy, and lower costs.

- **How to fix America's aviation system (2023)**  
  Near misses in U.S. aviation have increased by 25% over the past decade, attributed to outdated FAA technology and a shortage of air traffic controllers.

- **Lossless Acceleration of LLM via Adaptive N-Gram Parallel Decoding**  
  Adaptive N-gram Parallel Decoding (ANPD) introduces a lossless method to accelerate Large Language Models (LLMs) by generating multiple tokens simultaneously, preserving the model's original output integrity.

- **That IACR Preprint**  
  Cryptographer Yilei Chen's preprint claimed a polynomial-time quantum algorithm for lattice problems, notably solving the GapSVP problem with an approximation ratio of ~n4.5, which if correct, would have significant implications for the security of lattice-based cryptosystems.

- **GPT-4 can exploit vulnerabilities by reading CVEs**  
  OpenAI's GPT-4 has demonstrated the ability to autonomously exploit real-world security vulnerabilities by interpreting CVE advisories, achieving an 87% success rate in exploiting vulnerabilities described in a dataset of 15 one-day vulnerabilities, including critical severity ones, as detailed in a [paper](https://arxiv.org/abs/2404.08144) by University of Illinois Urbana-Champaign researchers.

- **Natural language processing in Bash (2023)**  
  The Bash toolchain utilizes the n-gram language model to generate random prose that mirrors the style of a given text corpus, exemplified through training on Herman Melville's Moby-Dick.