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Startups and Medium-Size Tech Companies in Open-Source AI
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What is needed for startups and medium-size tech companies to contribute to open science and open-source AI more? When thinking about open-source, people usually think about big tech or academia but in my opinion, startups and medium-sized tech companies could be massive
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Curiosity Cup 2026 Student Competition Registration Deadline
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Last call, students! Registration to compete in the 2026 Curiosity Cup closes Feb 1. Whether your passion is business, science, or culture, explore the topics that inspire you. Show off your analytics skills, gain recognition, and win prizes Form your team today:
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LLMs for Revenue Prediction: Confidence Without Mathematical Accuracy
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https://
linkedin.com/pulse/beyond-h
ype-gartners-ai-heat-map-reveals-where-falls-short-moioli-ndixe
… Using an LLM to predict next quarter's revenue is like asking a poet to do your accounting. It sounds confident, but the math is a hallucination -

Micro Team Founders: Mastering T-Shaped Skills for Startup Success
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Being a micro team founder = juggling flaming chainsaws while riding a unicycle made of invoices.
— Ronald Schmelzer (@rschmelzer) 14 janvier 2026
One day you're building.
The next you're negotiating SaaS renewals like a medieval barber doing dentist duty.
The secret weapon? T-shaped skills.
🔗 https://t.co/NbcIP6Fz9C pic.twitter.com/ANkMT9GxHaBeing a micro team founder = juggling flaming chainsaws while riding a unicycle made of invoices. One day you're building.
The next you're negotiating SaaS renewals like a medieval barber doing dentist duty. The secret weapon? T-shaped skills. https://
scalebrate.com/podcast/i-pity
-the-fool
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AI Leaders Discuss Agriculture Policy Research and Market Implementation
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From farmers’ fields to national markets , this panel brings together leaders working across policy, research, business, and implementation. #SahAI2026 #AIforChange
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Brand Visibility in AI Era: From Rankings to LLM Recognition
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SEO answers: “Where do I rank?” AI answers: “Do I remember you?” If your brand is not recalled by LLMs, you’re not invisible — you’re non-existent.
→ View original post on X — @coremention, 2026-01-14 07:21 UTC
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Publishers file antitrust suits against Google
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In two days, two different publishers have filed two separate antitrust suits against Google: Penske Media yesterday and The Atlantic today.
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Atlantic’s antitrust lawsuit against Google explored
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Have you seen @TheAtlantic
’s complaint against Google yet? I’m curious how its antitrust lawsuit compares, but when I looked in Pacer earlier it for some reason didn’t show up. -

Publishers assess impact of agentic apps and new browsers
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The whole @risj_oxford report is definitely worth reading. Another chart that stood out to me: How publishers are feeling about new browsers and agentic apps. I'd love to know what publishers see as the difference between "very large" and "large" impact.