I work on Cyber/CBRN Misuse Safeguards at GDM. I see model capabilities increasing very fast. I constantly worry about misuse and misalignment risks from both closed and open-sourced models. Working in AGI safety takes a lot of mental load. We need more people to work on AI safety. I transitioned from quant finance to working on AI safety, and I think more quants should do this. We have the technical background to understand the topic, and we can bear this intensity. We need third-party auditing/regulation. We cannot let labs grade their own homework. I find METR very promising, but they need to scale. I am Chinese, and I think more Chinese people should work in AI safety. When the opportunity comes, I might consider going back to my home country to make that side safer. I am open to hearing suggestions. I don't normally speak up in public, like on Twitter. But our voices matter, as they can represent or influence certain groups of people more easily. We don't have much time left, and we need to pace the frontier.