AI Overview Bill Gates has stated that he believes only three professions will remain indispensable in the face of AI advancements: coders, energy experts, and biologists. He suggests that these roles require uniquely human skills and knowledge that AI cannot currently replicate, according to various news outlets. Here's why he believes these jobs are relatively safe from AI: Biologists:.Opens in new tab AI can assist with tasks like data analysis and diagnostics, but the creativity and intuition required for scientific discovery and biological research are beyond AI's current capabilities. Coders:.Opens in new tab AI is still reliant on human programmers to develop, refine, and debug complex systems. While AI can generate code, it lacks the creative problem-solving abilities needed to build and maintain advanced software. Energy Experts:.Opens in new tab The energy sector, including oil, nuclear, and renewable energy, is too complex to be fully automated. It requires strategic oversight and human judgment to manage infrastructure, address challenges, and innovate.
Google on Tuesday offered buyouts to employees within its knowledge and information and central engineering units as well as marketing, research and communications teams, CNBC has learned
Chatgpt画画至少现在好像还不够smart。昨天我把我的一张照片输进去，让它照原样画成油画。它竟然把我家俩娃画成三娃
AI不会独立思考，但AI能自动生成最符合人类逻辑思维的一切方案和话术。
现在AI问题是，它生成的东西符合绝大多数人预期。但是深度广度达不到专家级别的。有时还会出现低级错误，所谓的AI幻觉。
一个最自然的解决方案可能是，在AI生成的东西和最终输出之间，加一层专家过滤层，确保生成的东西达到最顶级专家的要求。
这可能是最近meta收购scale AI的一个原因。
光靠scale AI是不够的。从国家层面，组织各行各业最顶级的专家，手动收集编辑人工标注本行业的所有成果，可能是最理想的做法。
他已经irrelevant
Meta Invests $14.3 Billion in Scale AI to Kick-Start Superintelligence Lab
今后的AI极有可能有一项功能选项，从最符合当前人类“正确思维”到“最胡说八道”，鼠标在两者之间滑动，就能自动选择不同的参数，自动生成相应的结果。
越接近胡说八道的参数，原创度就越高，然后利用专家层过滤器，进行优化，最后产生近似的“正确”的结果。。。。
across the company, including Search
https://www.cnbc.com/2025/06/10/google-buyouts-search-ads-unit.html
Google on Tuesday offered buyouts to employees within its knowledge and information and central engineering units as well as marketing, research and communications teams, CNBC has learned
现阶段眼神还不行，看不出value的细分层次，用AI做个色彩辨别辅导工具还不错