The world is waiting for Jensen. AI research is still digesting the massive "AI Scientist" news from last week, but today is all about the money. Nvidia earnings loom large, threatening a potential $300B market swing. Meanwhile, Europe is scrambling to catch up—the EU unveiled major digital reforms today aimed at boosting competitiveness.

Remember when we were impressed that ChatGPT could write a haiku? That feels like decades ago.A paper that dropped last week (arXiv:2511.11752) is currently making massive waves in the developer community. It introduces AI-Mandel. What is it? It’s an LLM agent that doesn't just understand quantum physics—it actively creates and implements new scientific ideas. Why it matters: Most "AI scientists" up until now were just fancy librarians. AI-Mandel is different.

- It Generates Hypotheses: It reads the literature and comes up with new ideas.

- It Designs Experiments: It creates the blueprints for real-world labs to test those ideas.

- It Works: It has already spawned actual papers on quantum teleportation.

The Big Picture: We are moving from "Human + AI Copilot" to "AI Agent + Human Validator." The bottleneck in science is shifting from figuring it out to building what the AI just invented.

Mr. Mushroom's Take: 🍄 "If AI can solve quantum teleportation, maybe it can finally figure out why my printer never works."

The philosophical gap between the giants is turning into a canyon, and this week's news highlights it perfectly. Team Anthropic (Claude): "Safety first." Amodei's 60 Minutes interview this weekend doubled down on the idea that AI is dangerous and needs strict "responsible scaling." Team OpenAI (GPT-4/o1): "Speed first." Pushing reasoning capabilities and agentic tools to the limit. The Developer Playbook:
- Building a MedTech or FinTech app? Go Claude. The conservative approach is your insurance policy.
- Building a Coding Agent or Research Tool? Go GPT-4/o1. You need that raw reasoning horsepower.
- Pro Move: Diversify. With Anthropic openly questioning the speed of deployment, smart builders are implementing multi-model fallbacks. Don't let one CEO's philosophy brick your app.

The entire financial world is holding its breath for Nvidia's earnings tonight. The Stakes: Analysts are predicting a potential $300 BILLION swing in market cap.
- Bull Case: Nvidia reveals that the order backlog for 2025/2026 is rock solid, proving the "ROI" is real.
- Bear Case: They miss guidance, and investors panic that we've spent trillions on GPUs with nothing to show for it but chatbots.
The Signal: Smart money is moving away from "AI Hype" stocks and into "AI ROI" stocks. The days of raising $10M for a PDF wrapper are dead. Show us the efficiency gains, or get out of the pitch room.

PrompetAI offers a slick playground for comparing prompts across multiple LLMs (GPT-4, Claude, Mistral) side-by-side in real-time. Perfect timing for prompt engineers drowning in model options but craving direct comparisons without tab-switching chaos. The interface is clean, intuitive, and specifically designed to highlight performance differences.

Who says hardware is hard? UK startup Emm just secured a $9M seed round (announced today) for their "smart" menstrual cup. The Tech: It uses biosensors and medical-grade silicone to track flow volume and analyze hormonal patterns. Think of it as an Oura ring, but... well, you get it. The Lesson: Investors are hungry for AI that touches the physical world. Pure software is crowded; "Femtech + Biosensors + AI" is a blue ocean.