Terence Tao is answering a fundamental question regarding the safety and reliability of modern AI: "How can we use a tool that is powerful, but unreliable?" W = ∑(wᵢ ⋅ xᵢ) + b AI isn’t just about “smart”; it’s about the probability of *looking* right. We’ve built systems where the weights (wᵢ) are optimized for plausibility, not veracity. This creates a “convincing mirror” that confidently serves dangerous advice in medicine or finance. The gap between “convincing” and “correct” is the most critical variable we need to solve for.

last day for this month Plan 3 May🌹 𝐏𝐚𝐭𝐫𝐞𝐨𝐧/𝐅𝐚𝐧𝐭𝐢𝐚: 𝐌𝐢𝐦𝐞 𝐂𝐨𝐬𝐩𝐥𝐚𝐲 𝐓𝐚𝐨𝐛𝐚𝐨: 美美养猪场

kinda crazy to imagine if nous research was still a subnet after the massive success of hermes agent that subnet would be going vertical + the entire tao ecosystem would be going crazy

A Slack badge just reminded me that yesterday was my 13th work anniversary at @f2pool. It brought back memories of those days when I met @bitfish in early 2013 and we set off on our Bitcoin and crypto adventure together. On the high-speed train to work, I was using LRUSD to buy bitcoins in bulk across several international dealers, then selling them to novices on Taobao, converting the proceeds back into LRUSD, and repeating the cycle. On good days, I could make over a thousand dollars across multiple round trips. Thanks to the strong market in those first few months, I managed to save up $100,000, which finally gave me the confidence to take the leap. Many years later, looking around, @bitfish is still one of the best entrepreneurial partners one could ever hope to find. The only regret is that I was so focused on taking photos of the trains and train stations those days that I barely captured any other pictures for what we were actually doing in Bitcoin and crypto at the time.

A profit-driven enforcement assembly line led by Li Renye Beyond collaborating with Justin Sun on two separate cases, the enforcement team headed by Li Renye has allegedly targeted a number of prominent figures in the crypto space. Further details are still being compiled. Part 1 Correction to a previously circulated claim: The individual currently described as the “blade” in Justin Sun’s hand, Li Renye, has never held a position within mainland China’s police, procuratorate, or court system, either in the past or at present. Media reports referencing his supposed prior official roles have, intentionally or not, created a misleading impression for most readers. Li Renye, born on October 4, 1996, previously held only the following position: •Mediator at the Dispute Resolution Center in Yongjia County, Wenzhou, Zhejiang Province, mainland China •This role was temporary, contract-based, and outside the formal government staffing system. Part 2 According to individuals familiar with the matter: 1Li Renye allegedly obtained money from multiple parties by promising assistance that never materialized, and refused to return the funds. 2He reportedly has a prior record of being summoned and detained by mainland Chinese authorities in connection with financial fraud. 3More critically, he is alleged to have impersonated personnel from China’s law enforcement or judicial agencies. “Prosecutor” Li, did it feel empowering to fabricate an identity as a member of China’s judicial system? Part 3 At a later stage, Li Renye reportedly crossed paths with Justin Sun in what insiders describe as a complementary arrangement: 
Li provided operational muscle, while Sun provided financial backing. From that point on, Li became what observers characterize as a rapid-response enforcement instrument in Sun’s toolkit, capable of pushing aggressive law enforcement actions across multiple jurisdictions. As previously noted, the case involving
Wang Bingyu who is said to have close ties to Justin Sun, allegedly involved substantial participation by Li Renye. During police interrogation, Wang Bingyu and an individual referred to as “Accountant Guo” reportedly surrendered more than 100 million RMB. 
Yet, the ultimate destination of those funds remains unclear. “Prosecutor” Li,it has been rumored that 32 million RMB from that surrendered amount was divided between you and certain associates. Care to clarify? According to this narrative,
@justinsuntron Li Renye, and Li Tao ,
have effectively turned law enforcement actions in mainland China into what critics describe as a fully integrated, profit-driven enforcement pipeline, referencing both the Wang Bingyu case and the @WilsonWei777 case. Anyone with information regarding cases connected to these individuals is encouraged, in the original statement, to submit details for consolidated disclosure. And finally, a closing jab from the original text: “Prosecutor” Li, how comfortable is the ride on Justin Sun’s private jet, the
Tron 1? ✈️ @BBCWorld @BBCBreaking @WSJ @business @nytimes @cnni @Reuters @Forbes @TIME @TheEconomist @UN @AP @washingtonpost @MarketWatch @WSJecon @FAANews @NTSB_Newsroom @FoxNews @FT @YahooFinance @SkyNews  @NBCNews @thejusticedept @fincennews  @ukhomeoffice @nca_uk @govuk @ica_singapore @govsingapore @mfasg