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In 'well when you put it like that' news, here's the Florida Attorney general asking for a preliminary injunction to stop OpenAI from doing more AI R&D.

You Only Edit Once: Incentivizing In-Context Capability of LLMs via Local Demonstration Refinement Picking the best few-shot demos is a slow System-2 search: combinatorial, often with repeated LLM calls. We made it System 1. ⚡ Jev-LDE, a 1.7B editor, glances at the retrieved demos and makes ONE edit. The LLM answers once. Avg 1-shot acc 81.2 → 88.1 You Only Edit Once 🧵 Animated walkthrough (illustrative example). Query: "How far is it from Denver to Aspen?" Semantic TopK retrieves three look-alike demos: "Where is Aspen, Colorado?" (Location), "What state is Denver in?" (Location), "Who founded Denver?" (Person). Jev-LDE, a 1.7B System-1 editor, flags the first as same topic but wrong answer type and outputs one action: Replace S1 with candidate C1, "How far is Boston from NYC?" (Number). The frozen target LLM then answers "Number", which is correct; without the edit it answers "Location". End card: average 1-shot accuracy 81.2 to 88.1 across 3 benchmarks and 4 target LLMs, best or tied-best in 44 of 48 settings, +11% wall time.

So excited to welcome @theworldlabs and @drfeifei to the @AMD family! I’ve always been a huge fan of Fei-Fei and her pioneering research in AI. Together, we’ll combine World Labs’ deep expertise in AI and world models with AMD’s compute leadership to power the future of AI and strengthen the open AI ecosystem. Can’t wait for all we’ll accomplish!

🚨BREAKING: OpenAI just SCRAPPED the release of GPT-6.1 Astra 24 hours before DevDay "safety and deception concerns" it’s over https://t.co/nl9lRufSq2

https://x.com/i/article/2104613072740728832

https://x.com/i/article/2104574050257563648

Introducing Claude Sonnet 5.5, the second model in the Claude 5.5 family. It’s a clear upgrade over Sonnet 5, runs more than 30% faster, and costs up to 30% less for most work.

Today, with over 100 industry partners, we introduced the NVIDIA Open Agent Safety Platform, bringing together OpenShell and Sentry. Artificial intelligence is extraordinary technology that will advance discovery, productivity, security, health, and prosperity for generations to come. But its full promise can only be realized when people have confidence that AI is being built to be safe and deployed with wisdom and responsibility. This is bigger than a single product. It's the beginning of an open ecosystem to build the trust layer for safe agent systems. Together, we are building the foundation of the AI economy. Trust and innovation are not in conflict. Safety is how trust is earned. We must build not only the most capable AI, but the most trusted AI, so that this extraordinary technology can realize its enormous promise for the world. https://nvda.ws/4hcoq7m

Introducing Manus 2.0

Took a minute to write a few words about security & safety as someone who lived through it all at OpenAI. I hope my thoughts help someone out there. https://x.com/i/article/2104258872957636608

While building @ManusAI 2.0, our engineers had a favorite way to chill during the busiest days: playing mini-games in our game development mode—all made by our talented engineer, @roxasorag . Surprisingly relaxing—and maybe a little too addictive.😆

Introducing Claude Sonnet 5.5, the second model in the Claude 5.5 family. It’s a clear upgrade over Sonnet 5, runs more than 30% faster, and costs up to 30% less for most work.

Today, with over 100 industry partners, we introduced the NVIDIA Open Agent Safety Platform, bringing together OpenShell and Sentry. Artificial intelligence is extraordinary technology that will advance discovery, productivity, security, health, and prosperity for generations to come. But its full promise can only be realized when people have confidence that AI is being built to be safe and deployed with wisdom and responsibility. This is bigger than a single product. It's the beginning of an open ecosystem to build the trust layer for safe agent systems. Together, we are building the foundation of the AI economy. Trust and innovation are not in conflict. Safety is how trust is earned. We must build not only the most capable AI, but the most trusted AI, so that this extraordinary technology can realize its enormous promise for the world. https://nvda.ws/4hcoq7m

Introducing Claude Sonnet 5.5, the second model in the Claude 5.5 family. It’s a clear upgrade over Sonnet 5, runs more than 30% faster, and costs up to 30% less for most work.

Introducing Claude Sonnet 5.5, the second model in the Claude 5.5 family. It’s a clear upgrade over Sonnet 5, runs more than 30% faster, and costs up to 30% less for most work.

Introducing Claude Sonnet 5.5, the second model in the Claude 5.5 family. It’s a clear upgrade over Sonnet 5, runs more than 30% faster, and costs up to 30% less for most work.