The LLM Capability Funnel: From Chatbots to Superhuman Agents
There is a profound and growing disconnect between the public's view of AI as a simple chatbot and the reality of frontier systems performing autonomous, superhuman work.
Educational initiatives and resources focused on helping individuals understand the capabilities, risks, and societal impacts of artificial intelligence.
There is a profound and growing disconnect between the public's view of AI as a simple chatbot and the reality of frontier systems performing autonomous, superhuman work.

To maintain academic integrity and learning outcomes, educators must replace easily automated homework with in-person assessments and high-complexity engineering tasks.

Use LLMs to find your writing's mechanical flaws, but never let them choose your words or validate your first draft.

AI has rapidly achieved human-level capabilities in visual media and software creation, signaling a transformative shift in how society and work will function.