Citrini Research, a financial analysis firm, has begun using AI to design proteins that target scorpion venom—a striking example of how artificial intelligence is fundamentally changing what work companies can perform. The project, which sits far outside the firm's traditional domain of expertise, illustrates a broader phenomenon: AI systems are erasing the traditional boundaries that once confined enterprises to their core competencies, allowing organizations to venture into unfamiliar fields with minimal prior experience. The move raises urgent questions about competitive dynamics and access to scientific work. As AI labs continue to expand their capabilities, they risk directly competing with the very customers they empower, creating potential conflicts of interest. Industry observers are also grappling with questions of democratization—if AI makes complex scientific research accessible to any well-funded organization, who maintains control over scientific progress? The trend suggests that companies willing to experiment with AI may soon operate across multiple industries simultaneously, fundamentally reshaping how labor and expertise are organized. In related news, Anthropic's latest financial disclosures are fueling fresh valuation debates in the industry, while consumer-facing AI products continue to gain traction. Muse has surpassed 10 million downloads in the US, and Google's Gemini is expanding its personalization features on Android Auto, indicating that AI's workforce transformation is occurring alongside broader consumer adoption.