Blogs - Machine Learning
AMPLab – UC Berkeley
- Making cities safer: data collection for Vision Zero 2017-04-26A critical part of enabling cities to implement their Vision Zero policies – the goal of the current National Transportation … Continue reading →Shankari
- Data Hackathons Workshop: Early Career Funding Available 2016-09-01The West Big Data Innovation Hub (WBDIH) is excited to host a Data Hackathons: Lessons Learned and Best Practices Workshop … Continue reading →Meredith Lee
- CACM Article on Randomized Linear Algebra 2016-06-02Each month the Communications of the ACM publishes an invited “Review Article” paper chosen from across the field of Computer … Continue reading →Michael Mahoney
- Scientific Matrix Factorizations In Spark at Scale 2016-06-02The canonical example of matrix decompositions, the Principal Components Analysis (PCA), is ubiquitous, with applications in many scientific fields including neuroscience, … Continue reading →Alex Gittens
- Technical Preview of Apache Spark 2.0: Easier, Faster, and Smarter 2016-05-19This is a guest blog post originally published on the Databricks blog. For the past few months, we have … Continue reading →Reynold Xin
- AMPLab postdoc Julian Shun wins the ACM Doctoral Dissertation Award 2016-05-11I am very pleased to announce that Julian Shun has been awarded the ACM’s doctoral dissertation award for his 2015 … Continue reading →Michael Mahoney
- Unexpected continuous location tracking/energy change in android? 2016-04-15So this is really weird, but I have found what seems to be unexpected continuous location tracking that is causing … Continue reading →Shankari
- Strata Keynote: “What’s Next for the Berkeley Data Analytics Stack” 2016-04-01The Strata+Hadoop World big data industry conference was held in San Jose this week and as usual, AMPLab and Berkeley were … Continue reading →Michael Franklin
- 40-Year Goodbye: A Last Lecture and Symposium 2016-03-29Hoping to start a new tradition, I’m giving a Last Lecture on Friday May 6, 2016 at 4PM, which is … Continue reading →Patterson
- What’s new in KeystoneML 2016-03-29At the AMPLab, we are constantly looking for ways to improve the performance and user experience of large scale advanced … Continue reading →sparks
OpenAI News
- Evaluating chain-of-thought monitorability 2025-12-18OpenAI introduces a new framework and evaluation suite for chain-of-thought monitorability, covering 13 evaluations across 24 environments. Our findings show that monitoring a model’s internal reasoning is far more effective than monitoring outputs alone, offering a promising path toward scalable control as AI systems grow more capable.
- AI literacy resources for teens and parents 2025-12-18OpenAI shares new AI literacy resources to help teens and parents use ChatGPT thoughtfully, safely, and with confidence. The guides include expert-vetted tips for responsible use, critical thinking, healthy boundaries, and supporting teens through emotional or sensitive topics.
- Updating our Model Spec with teen protections 2025-12-18OpenAI is updating its Model Spec with new Under-18 Principles that define how ChatGPT should support teens with safe, age-appropriate guidance grounded in developmental science. The update strengthens guardrails, clarifies expected model behavior in higher-risk situations, and builds on our broader work to improve teen safety across ChatGPT.
- Deepening our collaboration with the U.S. Department of Energy 2025-12-18OpenAI and the U.S. Department of Energy have signed a memorandum of understanding to deepen collaboration on AI and advanced computing in support of scientific discovery. The agreement builds on ongoing work with national laboratories and helps establish a framework for applying AI to high-impact research across the DOE ecosystem.
- Introducing GPT-5.2-Codex 2025-12-18GPT-5.2-Codex is OpenAI’s most advanced coding model, offering long-horizon reasoning, large-scale code transformations, and enhanced cybersecurity capabilities.
- Addendum to GPT-5.2 System Card: GPT-5.2-Codex 2025-12-18This system card outlines the comprehensive safety measures implemented for GPT‑5.2-Codex. It details both model-level mitigations, such as specialized safety training for harmful tasks and prompt injections, and product-level mitigations like agent sandboxing and configurable network access.
- Introducing GPT-5.2-Codex 2025-12-18GPT-5.2-Codex is OpenAI’s most advanced coding model, offering long-horizon reasoning, large-scale code transformations, and enhanced cybersecurity capabilities.
- Introducing OpenAI Academy for News Organizations 2025-12-17OpenAI is launching the OpenAI Academy for News Organizations, a new learning hub built with the American Journalism Project and The Lenfest Institute to help newsrooms use AI effectively. The Academy offers training, practical use cases, and responsible-use guidance to support journalists, editors, and publishers as they adopt AI in their reporting and operations.
- Developers can now submit apps to ChatGPT 2025-12-17Developers can now submit apps for review and publication in ChatGPT, with approved apps appearing in a new in-product directory for easy discovery. Updated tools, guidelines, and the Apps SDK help developers build powerful chat-native experiences that bring real-world actions into ChatGPT.
- Evaluating AI’s ability to perform scientific research tasks 2025-12-16OpenAI introduces FrontierScience, a benchmark testing AI reasoning in physics, chemistry, and biology to measure progress toward real scientific research.
- Measuring AI’s capability to accelerate biological research 2025-12-16OpenAI introduces a real-world evaluation framework to measure how AI can accelerate biological research in the wet lab. Using GPT-5 to optimize a molecular cloning protocol, the work explores both the promise and risks of AI-assisted experimentation.
- The new ChatGPT Images is here 2025-12-16The new ChatGPT Images is powered by our flagship image generation model, delivering more precise edits, consistent details, and image generation up to 4× faster. The upgraded model is rolling out to all ChatGPT users today and is also available in the API as GPT-Image-1.5.
- BNY builds “AI for everyone, everywhere” with OpenAI 2025-12-12BNY is using OpenAI technology to expand AI adoption enterprise-wide. Through its Eliza platform, 20,000+ employees are building AI agents that enhance efficiency and improve client outcomes.
- BBVA and OpenAI collaborate to transform global banking 2025-12-12BBVA is expanding its work with OpenAI through a multi-year AI transformation program, rolling out ChatGPT Enterprise to all 120,000 employees. Together, the companies will develop AI solutions that enhance customer interactions, streamline operations, and help build an AI-native banking experience.
- How We Used Codex to Ship Sora for Android in 28 Days 2025-12-12OpenAI shipped Sora for Android in 28 days using Codex. AI-assisted planning, translation, and parallel coding workflows helped a nimble team deliver rapid, reliable development.
- Advancing science and math with GPT-5.2 2025-12-11GPT-5.2 is OpenAI’s strongest model yet for math and science, setting new state-of-the-art results on benchmarks like GPQA Diamond and FrontierMath. This post shows how those gains translate into real research progress, including solving an open theoretical problem and generating reliable mathematical proofs.
- Update to GPT-5 System Card: GPT-5.2 2025-12-11GPT-5.2 is the latest model family in the GPT-5 series. The comprehensive safety mitigation approach for these models is largely the same as that described in the GPT-5 System Card and GPT-5.1 System Card. Like OpenAI’s other models, the GPT-5.2 models were trained on diverse datasets, including information that is publicly available on the internet, […]
- The Walt Disney Company and OpenAI reach landmark agreement to bring beloved characters to Sora 2025-12-11Disney and OpenAI have reached an agreement to bring more than 200 Disney, Marvel, Pixar and Star Wars characters to Sora for fan-inspired short videos. The agreement emphasizes responsible AI in entertainment and includes Disney’s company-wide use of ChatGPT Enterprise and the OpenAI API.
- Introducing GPT-5.2 2025-12-11GPT-5.2 is our most advanced frontier model for everyday professional work, with state-of-the-art reasoning, long-context understanding, coding, and vision. Use it in ChatGPT and the OpenAI API to power faster, more reliable agentic workflows.
- Ten years 2025-12-11OpenAI reflects on ten years of progress, from early research breakthroughs to widely used AI systems that reshaped what’s possible. We share lessons from the past decade and why we remain optimistic about building AGI that benefits all of humanity.