Cloudflare Introduces Moltworker, Enabling Self-Hosted AI Agents Without Dedicated Hardware - Do AI agents really need dedicated hardware to run? Cloudflare doesn’t think so. In this article, we break down Moltworker — an open-source project that shows how self-hosted AI agents can run securely on Cloudflare’s edge, without buying new machines.

AI Investment Doubles to $211B as the Bay Area Emerges as the Global Control Center - AI funding reached a record $211 billion in 2025, accounting for half of all global venture capital — but the bigger story is where that money is going. A new report from HumanX and Crunchbase shows why the Bay Area has become AI’s global control center, how investor expectations have tightened, and which companies may be positioned for IPOs or acquisitions in 2026.

ATLAS: Practical scaling laws for multilingual models - Google Research introduces ATLAS, a new framework that outlines practical scaling laws for training multilingual language models across hundreds of languages. The article explains how model size, data mix, and compute interact — and why applying English-centric scaling assumptions can lead to weaker performance for low-resource languages. This research offers concrete guidance for teams building truly global AI systems.

OpenAI plans fourth quarter IPO in race to beat Anthropic to market - According to reporting cited by MSN, OpenAI is considering a fourth-quarter IPO as competition with Anthropic intensifies and investor interest in generative AI remains high. The article explores why OpenAI may want to reach public markets sooner rather than later, and what that could mean for valuation, governance, and the broader AI ecosystem.

Apple buys Israeli startup Q.ai as the AI race heats up - Apple has acquired Israeli startup Q.ai, a company focused on advanced audio and speech-related AI technology, signaling a deeper investment in AI capabilities tied to hardware and user experience. The TechCrunch article examines what Q.ai brings to Apple’s AI strategy and how the acquisition fits into Apple’s broader push to compete more aggressively in the AI race.

Amazon could invest up to $50 billion in OpenAI in coming weeks, source says - CNBC reports that Amazon is in talks about a large potential investment in OpenAI, even as Amazon remains closely aligned with Anthropic. The article looks at how these discussions reflect the increasingly complex and strategic relationships forming between major cloud providers and leading AI model developers.

Create a new Project. Go to claude.ai, click "Projects" in the left sidebar, then click "Create Project." Give it a clear name like "Marketing Campaign Ideas" or "Home Renovation Planning."

Add your knowledge files. Click "Add Content" and upload relevant documents — brand guidelines, past campaign reports, style guides, research papers, meeting notes, or even just text files with background info. You can add up to 200,000 words of context across multiple files.

Write custom instructions. In the "Custom Instructions" box, tell Claude how to behave in this Project. For example: "You're helping me plan social media campaigns. Always suggest 3 options, keep copy under 280 characters, and match our brand voice: friendly but professional." These instructions apply to every conversation in this Project.

Start chatting with your specialized assistant. Every conversation you have inside this Project will automatically have access to all your uploaded files and follow your custom instructions — without you needing to re-upload or re-explain anything.

Keep related conversations organized. Unlike regular chats that get buried in your history, all conversations within a Project stay grouped together. You can easily jump between "Campaign Ideas for Q1," "Budget Planning," and "Competitor Analysis" — all within the same Project.

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