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TOOLIN DAILY
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OpenAI Funding Shrinks and NVIDIA Discusses Data Center Debt Guarantees

OpenAI's current fundraising scale is far below its original target, while tech giants are making massive investments in infrastructure. In research and safety, multiple parties disclosed security incidents on developer platforms and progress on automated red-teaming.

The essentials

OpenAI's Funding Scale Shrinks Significantly

According to The Wall Street Journal, OpenAI's current funding round is far below its original target, currently locking in only about $11 billion in commitments, with its valuation dropping to $1.25 trillion as some large investors show lukewarm interest.

Anthropic Quarterly Revenue and Tech Giant Debt Discussions

Filing documents show second-quarter revenue of $11.6 billion and an operating profit of $974 million. Meanwhile, NVIDIA is discussing guaranteeing billions of dollars in debt for a data center being built by Nscale in West Virginia for Anthropic.

Multiple AI Developer Platforms Disclose Security Incidents

The Wiz research team compiled security incidents disclosed by at least 9 AI developer platforms during October, involving Fireworks AI, Lightning AI, Railway, Warp, OpenCode, and others, with multiple reports pointing to credential theft and distillation theft.

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In brief

Altman Discusses Memory Allocation

Sam Altman stated that limited DRAM scattered across personal computers is quite terrible, and this memory should be reserved for data centers.

Anthropic Automated Red-Teaming

The company published research where thousands of Claude agents attempted to bypass training data monitors to construct datasets that appear harmless on the surface but corrupt models.

xAI Campus Blackwell Deployment Plan

Elon Musk confirmed that xAI's Colossus 2 campus will deploy about 1.2 million Blackwell GPUs by the end of the year.

DeepSeek Publishes Super-Agent Design

The Deep Harness team published an article discussing how a single task can continuously progress across instant messaging and GitHub.

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Figma Launches Weave Creation Platform

Figma introduced the Weave platform for creative teams, using node-based workflows to handle the generation and editing of images and video.

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Grok API to Enable Text Watermarking by Default

SpaceXSI notifications show that all models in the Grok API will enable text watermarking by default starting November 7, 2026.