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Deep Learning Weekly: Issue 424

This week in deep learning, we bring you OpenAI’s Sora 2, Developing an open standard for agentic commerce, and a paper on Enter the Mind Palace: Reasoning and Planning for Long-term Active Embodied Question Answering.

You may also enjoy Claude Sonnet 4.5, CWM: An Open-Weights LLM for Research on Code Generation with World Models, a paper on Scaling Agents via Continual Pre-training and more!

As always, happy reading and hacking. If you have something you think should be in next week’s issue, find us on Twitter: @dl_weekly.

Until next week!


Industry

Sora 2 is here | OpenAI

OpenAI released Sora 2, their flagship video and audio generation model.

Introducing Claude Sonnet 4.5

Anthropic unveiled Claude Sonnet 4.5, which boasts state-of-the-art coding and computer use performance, and accompanies the release of the Claude Agent SDK.

Introducing Liquid Nanos — frontier‑grade performance on everyday devices

The Liquid AI team launched Liquid Nanos — a family of models that deliver frontier‑model quality on specialized, agentic tasks while running directly on embedded devices.

OpenAI adds Instant Checkout shopping feature to ChatGPT

OpenAI launched a new ChatGPT feature that enables users to make online purchases directly in the chatbot’s interface.

Vibe working: Introducing Agent Mode and Office Agent in Microsoft 365 Copilot

The Microsoft team brought “vibe working” to Microsoft 365 Copilot with Agent Mode in Office apps and Office Agent in Copilot chat.

Meta strikes expanded $14.2B AI infrastructure deal with CoreWeave

Shares of CoreWeave jumped more than 11% after announcing that they signed a new multibillion-dollar agreement with Meta to provide them with AI compute infrastructure.

MLOps & LLMOps

Why Multi-Agent Systems Need Memory Engineering

An article about how shared memory infrastructure is essential for multi-agent AI systems to coordinate effectively and avoid the failures that plague stateless individual agents.

Developing an open standard for agentic commerce

A foundational blog post about the Agentic Commerce Protocol (ACP), an open standard co-developed by Stripe and OpenAI that enables AI agents like ChatGPT to conduct secure, programmatic commerce transactions.

Sandboxing agents at the kernel level

A deep dive motivating kernel-level sandboxing for AI agents by analyzing the Linux open syscall and explaining how containerization technology combines mount namespaces and root changes to enforce file access control.

How to Integrate Computer Vision Pipelines with Generative AI and Reasoning

A technical blog detailing the NVIDIA AI Blueprint VSS 2.4 release, which ...

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