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Yilihua analyzes the four major reasons for the winter in the primary cryptocurrency market and calls on project builders and leading CEXs to take joint action to reverse the downturn

Liquid Capital founder Yi Lihua published an article discussing the current state of the cryptocurrency primary market. He stated that the main reasons for the decline of the cryptocurrency primary market are: "First, the narrative has collapsed; from white papers to institutional endorsements to TVL manipulation, the basic market is no longer buying in. Second, there is a supply imbalance; now there are tens of thousands of projects, and it is extremely difficult for excellent projects to emerge. Third, the 1 plus 3 unlocking mechanism essentially targets VCs, allowing projects, market makers, and exchanges to run first. Fourth, the cost of listing coins; now primary projects require high valuations and large financing mainly because of several leading centralized exchanges going live, with an average cost needing tens of millions of dollars."Yi Lihua believes that industry leaders need to truly focus on building, such as improving the coin listing selection method on Binance. Under the current model, even if Vitalik Buterin's ETH were to come today, it would not be able to list on Binance. Additionally, the 1 plus 3 unlocking mechanism should be completely abolished; VCs bear the greatest risk and should not be burdened with the worst unlocking terms, as the success or failure of a project is fundamentally not determined by VCs.Finally, cryptocurrency projects need to return to real revenue and buybacks. The sustained prosperity of the U.S. stock market over the years is primarily due to performance growth and the encouragement of shareholder returns. This is what industry leaders should be doing, allowing secondary market investors to truly find quality projects.

Pump.fun adjusts the Callout reward mechanism: high-frequency releases lead to diminishing marginal returns, with rewards placing greater emphasis on content quality

Alon, co-founder of Pump.fun, stated that two months after the launch of the platform's $15 million Callout reward program, it was found that the initial mechanism inadvertently incentivized undesirable behavior, leading to a flood of low-quality content and weakening users' willingness to continuously create high-quality content.Pump.fun subsequently adjusted the reward algorithm to place greater emphasis on content quality rather than the quantity of posts. According to the new mechanism, the more Callouts a user posts each day, the lower the marginal returns from the new content. Alon mentioned that the reward mechanism is still undergoing iterations, but there is still a lot of work to be done to ensure that a large number of users can sustainably produce high-quality content over the long term.He also stated that the rewards currently cover both top accounts and accounts with fewer than 10 followers, with no favoritism or preferential treatment. Alon suggested that users focus on recommending quality tokens, building trader trust through content, and earning rewards based on the trading volume generated by their Callouts. He emphasized that simply flooding the platform with Callouts or dumping tokens to followers will not yield sustainable returns.

first_img Tavus claims that the Griffin model causes 48% of video call participants to mistakenly believe they are interacting with a real person

AI startup Tavus released a new model called Griffin on October 1, referring to it as the first "human interaction model" that can understand and generate face-to-face conversations, paying attention not only to wording but also to expressions and pauses. Tavus stated that in tests, after a one-minute video call with Griffin-Lite, 26 out of 54 participants (48%) believed the other party was a real person; its previous generation system only convinced 1 out of 41 participants.Participants were told they would have a one-minute video call with another person to discuss things they were looking forward to this year, and only at the end of the call were they asked if they suspected the other party was not a real person. Tavus noted that those who became suspicious typically noticed within 20 seconds. This result comes from Tavus's own research page, where participants were recruited through a channel they call an independent research platform. Community comments on X pointed out that these results have not been independently verified and do not meet standard protocols.In the NVIDIA VideoFDB benchmark, Tavus claimed Griffin-Lite ranked first, with a generation dimension score of 3.83, the next best system scoring 2.8, and human reference scoring 3.92; the perception dimension score was 3.73, with the strongest baseline at 3.44 and human reference at 4.2. Tavus stated that NVIDIA independently conducted this evaluation. Griffin supports full duplex, allowing it to listen, see, and speak simultaneously, with an average audio-video delay of 0.43 seconds on the NVIDIA H100 chip. Tavus completed a $40 million Series B funding round led by CRV in November 2025.

Ministry of State Security: The so-called anonymity of virtual currency is a false proposition

The Ministry of State Security's WeChat public account published an article titled "Is Virtual Currency Crime Untraceable? Think Again!" stating that virtual currency has become an important tool for criminals engaging in illegal activities. The associated risks include being a "hotbed" for money laundering crimes, a "shelter" for cyber attacks, and an "accomplice" for espionage and theft. The article argues that the so-called "anonymity" of virtual currency is fundamentally a false proposition.The article states that blockchain is open and transparent, on-chain data is immutable, and complete transaction records are preserved, which can provide a basis for full-chain traceability. Address anonymity is merely a temporary separation of wallet addresses from real identities, and fiat currency exchanges leave traces such as device codes and network IPs. The article summarizes this as examining the ledger, checking the chain, and discussing the private key: the entire transaction leaves traces, making it difficult to hide real identities; if the private key is kept by the individual, it cannot be recovered if lost, while if it is entrusted to a platform, there is a risk of platform bankruptcy or disappearance.The article also mentions that in February 2026, the People's Bank of China and several departments reiterated that Bitcoin, Ethereum, Tether, and others should not and cannot be used as circulating currency, and related activities are classified as illegal financial activities, which are strictly prohibited. The article warns to be cautious of high-paying part-time jobs that settle in virtual currency and states that reports can be made through 12339, www.12339.gov.cn, the Ministry of State Security's WeChat public account, or local national security agencies.
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