Claude Cowork gets screen memorization skills

Claude Cowork gets screen memorization skills Claude Cowork gets screen memorization skills ALSO: How to turn your research into an interactive app Jul 22, 2026 Welcome back, Superhuman. If you’ve been assuming that AI can’t handle your complicated multi-step workflow, it probably can now. Claude Cowork just got an upgrade that lets it learn new skills by watching your screen — just hit record, walk it through a task, and it’ll remember the exact steps for next time. Today: AI’s cold war heats up, how to turn your research into an interactive app, and get the latest prompts and trending social posts. Click to learn how Claude Cowork memorizes on-screen skills. Source: Anthropic. 1. US and China consider export controls amid growing AI rivalry: Beijing is reportedly weighing new export controls on AI and chip technology, a move that would block foreign users from downloading Chinese open-weight models to local servers. The Trump administration is debating a reciprocal move, along with potentially sanctioning China over alleged AI IP theft via model distillation. Read more. 2. Claude Cowork can learn new skills through screen recordings: Instead of writing instructions by hand, you can now walk Claude Cowork through a task on your screen and it’ll memorize the workflow as a reusable skill — expanding the level of customization that Cowork is capable of. The new feature is now live on paid plans. Just click “Record a skill” in the + menu on the desktop app to get started Learn more. 3. Google launches new Gemini models built for the agent era: Google rolled out a trio of models built to make running agents cheaper, faster, and more reliable at scale — Gemini 3.6 Flash, 3.5 Flash-Lite, and 3.5 Flash Cyber. The first two are rolling out now in the Gemini app, API, and other Gemini platforms. The tech giant also confirmed that Gemini 3.5 Pro is coming soon and that pre-training has already begun on Gemini 4. Why cite a source when you can just make it up? Confident guessing isn’t really any better than just guessing, is it? LLM answers should be grounded in real, genuine facts, not hallucinated from thin air. This guide from You. com covers:

What AI hallucinations are and why they happen

Popular methods for grounding AI to prevent hallucinations

How to get started with the right AI infrastructure to ensure accuracy

How to get started with the right AI infrastructure to ensure accuracy Get the guide. Bit Tech has $1.65T in “hidden debt” that doesn’t show up on its balance sheet — and investors are getting nervous Made with Midjourney Big Tech’s debt pile. Borrowing money to fund growth is a routine part of corporate finance. But Big Tech has taken it to another level. Companies like Alphabet, Microsoft, Amazon, Meta, and Oracle have a massive debt pile coming due — and the US economy is riding on their ability to pay it. Keeping it off the books. Big Tech has roughly $1.35T in reported debt on the books. But a new report from Nikkei Asia found that they also have $1.65T in “hidden debt” — or financial obligations not included on balance sheets. This primarily includes GPU contracts and data center leases, which aren’t accounted for until those facilities are up and running. The big concern. Some investors are worried that Big Tech is more leveraged than their financial statements make it seem. As data centers come online, that hidden debt will start to come due. If AI demand doesn’t keep climbing, these projects could end up being much more expensive than they’re worth. Holding up the economy.The Atlantic estimates that AI-linked firms have added roughly $27T in value over the past three years, equal to about 36% of the entire US stock market today, meaning a Big Tech stock selloff would have ripple effects throughout the economy. An update is coming soon: most of Big Tech reports earnings over the next two weeks. How to turn your research into an interactive app

Go to Claude and turn on ‘Artifacts’ from Settings → Capabilities

Upload your research files, notes, PDFs, etc. or paste your raw research directly into the chat and enter the prompt:

Upload your research files, notes, PDFs, etc. or paste your raw research directly into the chat and enter the prompt: “Summarize this research into the most important insights, patterns, data points, and user takeaways.”

Once research is complete, ask Claude to turn it into an interactive app:

Once research is complete, ask Claude to turn it into an interactive app: “Create an interactive app from this research. Include a clean UI, filters, clickable sections, charts where useful, short explanations, and a simple user flow. Build it as a Claude Artifact.”

Publish or share the final app link

Publish or share the final app link Your AI only knows what's on your screen. Now it knows what's off it too. Your most important moments happen out loud, off-screen—but they never make it into your notes, your docs, or your AI. Memoket Gem changes that. Just wear it: it records what's said, summarizes it, and syncs the details straight into the tools you already use—Claude, ChatGPT, and your calendars.
Final Early Bird call—reserve for $5, with a free year of the app included. What’s trending on socials today Meme of the day 🎤 Skip the Prompt: Typing your prompts might be slowing you down. OpenAI cofounder Andrej Karpathy recommends switching to voice mode and just rambling instead. He sometimes talks for 10 minutes at a time (1M views). 🛰 Universe Atlas: Have you ever wanted to explore the cosmos? Now you can. A Redditor built an interactive map of the observable universe using Fable 5, black holes included. Start exploring. 🚰Water Usage: AI’s water consumption has become a major national conversation, but it doesn’t use as much H2O as you’d think. This viral graph shows AI’s water usage compared to other thirsty industries. 🐝Block’s Buzz: Block CEO Jack Dorsey just launched a new open-source workspace for humans and agents. His goal? To reduce corporate reliance on Slack and GitHub (1M views). 📱iOS Simulator: Claude Code now works with the iOS simulator, letting you stress-test vibe coded apps in real time before shipping them. 5 New & Trending AI Tools

🚀Nylas*: AI infrastructure for communications features. Build email, calendar, and meeting intelligence into any product with one API.

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📖Booklet: An AI agent that researches your topic, writes and illustrates every page, and delivers a print-ready A4 booklet.

📖Booklet: An AI agent that researches your topic, writes and illustrates every page, and delivers a print-ready A4 booklet. * indicates a promoted tool, if any Design an Accountability System

ChatGPT Prompt: You are designing an accountability system for sustained follow-through.
Use the context below.
Context:
- Goal type: [goal type]
- Personality or work style: [style]
- Current follow-through issues: [issues]
- Tools already used: [tools]
- Preferred review cadence: [cadence]
Instructions:
1. Diagnose why the current accountability approach is failing.
2. Recommend a simple system the person is likely to keep using.
3. Include check-ins, commitments, review triggers, and consequence or recovery mechanisms.
4. Reduce unnecessary friction and tracking overhead.
5. Explain how the system should evolve if consistency improves or drops.
Output format:
- Main accountability failure points
- Recommended system
- Weekly check-in format
- Recovery plan for missed commitments
Missing information policy:
Proceed with assumptions unless the goal type or main failure pattern is unclear.
Quality bar:
- Lightweight enough to use.
- Strong enough to matter.
- Not built on guilt alone.

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ChatGPT 2.0 Image: Luxury editorial vintage travel poster. Huge bold uppercase serif "[CITY]" dominates the composition. Each letter features unique local fashion, architecture, landmarks, cafés, markets, artisans, or cultural icons (max 3 motifs per letter). Use the city's signature vintage-inspired color palette, native botanical elements, and iconic local objects. Include one elegant woman wearing fashion inspired by the city's style. Beneath the typography, add a subtle panoramic skyline with key landmarks and landscapes. Include a poetic subtitle and the city's accurate coordinates. Ultra-detailed editorial vector illustration, clean linework, cream paper texture, soft vintage colors, collectible museum-quality print, 4:5 vertical.

Our most-clicked story from yesterday Readers loved these 6 instructions that help de-AI your LLM’s writing by forcing it to use active voice, clear sentences, and no metaphors. Just copy/paste them into your favorite chatbot’s instructions. Whenever you’re ready to take the next step

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Learn how to use AI at work and get certified with our free course Grow customers & revenue: Join companies like Amazon, HubSpot, and Salesforce. Showcase your product to our 1M+ readers and 2M+ followers on socials. Get in touch. What did you think of today's email? Loved it 🧠🧠🧠 It was ok 🧠🧠 Login or Subscribe to participate Until next time — Zain, Theodore, & the Superhuman AI team. Keep Reading Keep up with the latest AI news, trends, and tools in just 3 minutes a day. Join 1,500,000+ professionals. © 2026 Superhuman Newsletter. Privacy Policy Terms of Use