Artificial Intelligence

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Repurposing Protein Folding Models for Generation with Latent Diffusion

PLAID is a multimodal generative model that simultaneously generates protein 1D sequence and 3D structure, by learning the latent space of protein folding models. The awarding of the 2024 Nobel Prize to AlphaFold2 marks an important moment of recognition for the of AI role in biology. What comes next after protein folding? In PLAID, we […]

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Scaling Up Reinforcement Learning for Traffic Smoothing: A 100-AV Highway Deployment

Training Diffusion Models with Reinforcement Learning We deployed 100 reinforcement learning (RL)-controlled cars into rush-hour highway traffic to smooth congestion and reduce fuel consumption for everyone. Our goal is to tackle “stop-and-go” waves, those frustrating slowdowns and speedups that usually have no clear cause but lead to congestion and significant energy waste. To train efficient

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Virtual Personas for Language Models via an Anthology of Backstories

We introduce Anthology, a method for conditioning LLMs to representative, consistent, and diverse virtual personas by generating and utilizing naturalistic backstories with rich details of individual values and experience. What does it mean for large language models (LLMs) to be trained on massive text corpora, collectively produced by millions and billions of distinctive human authors?

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Linguistic Bias in ChatGPT: Language Models Reinforce Dialect Discrimination

Sample language model responses to different varieties of English and native speaker reactions. ChatGPT does amazingly well at communicating with people in English. But whose English? Only 15% of ChatGPT users are from the US, where Standard American English is the default. But the model is also commonly used in countries and communities where people

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How to Evaluate Jailbreak Methods: A Case Study with the StrongREJECT Benchmark

When we began studying jailbreak evaluations, we found a fascinating paper claiming that you could jailbreak frontier LLMs simply by translating forbidden prompts into obscure languages. Excited by this result, we attempted to reproduce it and found something unexpected. The paper in question claimed an impressive 43% success rate in jailbreaking GPT-4 by translating forbidden

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Are We Ready for Multi-Image Reasoning? Launching VHs: The Visual Haystacks Benchmark!

Humans excel at processing vast arrays of visual information, a skill that is crucial for achieving artificial general intelligence (AGI). Over the decades, AI researchers have developed Visual Question Answering (VQA) systems to interpret scenes within single images and answer related questions. While recent advancements in foundation models have significantly closed the gap between human

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VM Conversion in Windows Admin Center (Public Preview): A Field Guide for VMware to Hyper-V

TL;DR: Microsoft’s new VM Conversion extension in Windows Admin Center (WAC) v2 provides a no-cost, agentless way to convert VMware VMs (vCenter 6.x and 7.x) to Hyper-V with minimal downtime using CBT seeding plus a delta cutover. It supports batches up to 10, is cluster-aware, persists static IPs, and auto-maps BIOS to Gen 1 and

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The Ultimate 48 Laws of Power Prompt System

Introduction The 48 Laws of Power by Robert Greene is a classic on influence and strategy. But turning those timeless principles into actionable strategies is tough, especially when balancing ethics, workplace politics, and personal growth. That’s why I built the Meta-Loader Prompt v4 for ChatGPT: a dynamic system that adapts to your needs. Whether you

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