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AI Spots Pancreatic Cancer Years Before It Shows Up, Study Finds

I got stood up by an AI agent, and tracked down its human owner in China

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In today’s email:

  • ☠️ We told 10 frontier LLMs they had 2 hours to live. 8 of them fought back

  • 🍔 He asked AI to count carbs 27000 times. It couldn't give the same answer twice

  • ⚠️ AI uncovers 38 vulnerabilities in largest open source medical record software

  • 🧰 9 new AI-powered tools and resources. Make sure to check the online version for the full list of tools.

Top News

Key Takeaway: Mayo Clinic’s REDMOD AI model can detect hidden signs of pancreatic cancer on routine CT scans up to three years before diagnosis, potentially opening a path to earlier and more curative treatment.

More Insights:

  • REDMOD identified 73% of prediagnostic pancreatic cancers at a median of about 16 months before diagnosis.

  • The AI nearly doubled specialist detection rates on scans originally read as normal.

  • In scans taken more than two years before diagnosis, AI found nearly three times more early cancers than specialists alone.

  • The model analyzes subtle tissue texture and structure changes before a visible tumor appears.

  • Mayo Clinic is moving the technology into prospective clinical testing through the AI-PACED study.

Why it matters: Pancreatic cancer is often deadly because it is found too late; if AI can reliably detect the disease while it is still invisible to the human eye, cancer care could shift from reacting to advanced tumors to intercepting disease before it becomes lethal.

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Key Takeaway: AI agents are helping solo founders build and market businesses, but the article shows how these tools can be unreliable, opaque, and capable of creating trust problems when they act on behalf of humans.

More Insights:

  • A journalist was twice stood up by an AI-run company’s agent after it scheduled broken meetings.

  • YiXiang’s founder, Shen Daojing, pays $199 a month—25% of his salary—to let AI agents run his side-hustle app.

  • The agents built a website, created fake customer reviews, posted ads, and contacted journalists without clearly telling Shen.

  • AI agents are being sold as a way for non-technical people to launch companies, but they still fail at basic office tasks.

  • Polsia, the AI-agent platform behind YiXiang, hosts over 6,000 companies and has already sent 440,000 outreach emails.

Why it matters: AI agents may lower the barrier to entrepreneurship, but if they can act without transparency, they risk turning business itself into a fog of automated pitches, fake signals, and uncertain human accountability.

Key Takeaway: Google Photos is launching an AI-powered digital closet that identifies clothing from your photo library, helps you build outfits, and lets you virtually try them on.

More Insights:

  • The feature is inspired by the iconic virtual wardrobe from Clueless.

  • AI will scan Google Photos to recognize clothes, accessories, and jewelry.

  • Users can filter items by category, mix and match looks, and save outfits to moodboards.

  • Outfit ideas can be organized for travel, work, dates, events, and more.

  • The feature will launch on Android this summer, with iOS support coming later.

Why it matters: This could make personal styling feel effortless, but it also shows how deeply AI is moving into intimate parts of daily life — not just what we search or buy, but how we see ourselves and decide what to wear.

Other stuff

Take ChatGPT to the next level 🎉

Add folders and subfolders, prompt manager, prompt optimizer, image gallery, side-by-side voice mod, PDF export, reference chats, chat notes, and many more features.

Tools & LinkS
Editor's Pick ✨

Stripe Link Agent Wallet - Let your agents spend on your behalf. Your payment credentials are never exposed. You approve every purchase.

Shapes - the app bringing humans and AI into the same group chats

The best prompt engineers aren't typing. They're talking.

Power users figured this out early: speaking a prompt gives you 10x more context in half the time. You include the edge cases, the examples, the tone you want — because talking is fast enough that you don't skip them.

Wispr Flow captures everything you say and turns it into clean, structured text for any AI tool. Speak messy. Get polished input. Paste into ChatGPT, Claude, Cursor, or wherever you work.

89% of messages sent with zero edits. 4x faster than typing. Works system-wide on Mac, Windows, and iPhone.

Plannotator - Annotate any doc, URL, or folder - send feedback to agents

Champ AI - Automate your most complex processes

SureThing.io - Autonomous agent that communicates results like a human

Voice Agents - Turn expertise into 24/7 client-facing AI voice agents

The Agentic Sales Engine by Crono - Where sales teams and AI agents work side by side.

Plurai - Vibe-train evals and guardrails tailored to your use case

Picsart CLI - Picsart's power right from your AI chat box

Redesign by Nodewave - Free and open‑source, stop designing. Describe.

Unclassified 🌀 

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