??? AI takes a detour: scaling laws hit a speed bump
Caya (Jose Cayasso)
CEO at Slidebean. 500K+ Youtube subscribers. TEDx Speaker. 500 Startups Alum. 40-under-40.
Happy Thursday,?StartupClubers!
This week, we dive into?the dark side of telehealth?in our new video: how platforms meant to improve healthcare access are profiting off prescriptions for drugs like Viagra, Ozempic, and Adderall ????
Meanwhile,?AI research is taking a turn?as scaling laws hit their limits ????? and OpenAI has launched a free course to help?K-12 teachers integrate ChatGPT?into their classrooms—though not everyone is cheering.
Stick around for all the?juicy details! And psst, don’t forget to check out?our referral program—sharing is caring! ?? ???
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Six bullets of updates
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From scaling to smarts: AI’s midlife crisis
AI research is shifting as traditional scaling laws—boosting model performance with more compute and data—reach diminishing returns . This method, pivotal for advances like ChatGPT, no longer delivers rapid improvements. Instead, a new approach called “test-time compute” is gaining traction. This technique uses extra computational power after a prompt, allowing AI models to iteratively refine their responses, opening new possibilities for growth.
While this new approach holds promise, its scalability and practical applications remain uncertain, potentially requiring significant compute resources for complex tasks. Despite these challenges, industry experts remain optimistic.?Innovations in user experience, tooling, and intelligent prompting? could further enhance current models' capabilities without necessitating leaps in base model performance. As AI labs pivot to adapt, the next era of advancements will likely redefine how models are trained and utilized, even as users may only gradually notice these shifts.
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Startup Events and Deadlines
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These companies just raised money
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ChatGPT for classrooms: teaching aid or tech gimmick?
OpenAI has launched a free course aimed at helping K-12 teachers integrate ChatGPT into classrooms , developed in partnership with Common Sense Media. The program covers AI basics, ethical use, and pedagogical applications, with early deployments in U.S. schools showing positive feedback from participants. While OpenAI promotes the potential of AI tools for creating lesson plans and tutorials, some educators remain skeptical about its limitations and ethical implications. Concerns include unclear policies on data privacy, risks of over-reliance, and the lack of focus on non-OpenAI AI tools, potentially reinforcing monopolistic dynamics.
Despite mixed opinions, proponents argue that thoughtful integration of AI could enhance education.?However, surveys show many teachers and administrators remain hesitant, citing fears of AI replacing critical teaching steps and challenges in managing its impact . With the AI in education market projected to grow significantly, OpenAI’s efforts highlight both the promise and controversy surrounding AI’s role in learning.
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How telehealth is poisoning America
We explore the dark side of telehealth and how companies, originally intended to make healthcare more accessible, are now profiting off prescriptions like Viagra, Ozempic, and Adderall. Caya dives deep into his own experiences with these services, from self-diagnosis to questionable prescriptions, and discuss how tech startups are prioritizing profit over patient care ????Subscribe for more!
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4 天前Great round up ened up reading materials from this post for an extra hour