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Coinbase: Has reduced AI spending by nearly 50% and is trying to default to adopting open weight models

Coinbase CEO Brian Armstrong published an article introducing the company's latest progress in AI cost optimization.Armstrong stated that as the usage of AI and Token consumption continues to grow, the key to controlling costs is not to restrict employee usage or frequently send budget reminders, but to optimize default model selection, task routing mechanisms, and caching strategies.He revealed that Coinbase is trying to use open-weight models such as GLM 5.2 and Kimi 2.7 as default options through an internal LLM gateway, while still allowing engineers to choose other models based on specific task requirements. Data shows that 91% of the company's employees have never reached the AI usage quota limit, so Coinbase has not chosen to tighten quotas but instead improved overall efficiency through lower-cost model solutions.In terms of model routing, Coinbase preprocesses prompts and, combined with cache hit rates and the pricing of different models, automatically assigns tasks to the most suitable model. Armstrong believes that complex tasks such as planning and reasoning may require support from cutting-edge models, but execution tasks do not necessarily need to invoke higher-cost models. In the future, the model selection process should be more automated by AI rather than relying on manual decisions.Additionally, he pointed out that cache hit rate is one of the important factors affecting AI costs. Coinbase has incorporated a cache-aware mechanism into the request process to improve the reuse rate of historical results. For example, in the case of LibreChat, after optimizing the caching solution, its cache hit rate has increased from 5% to 60%.Armstrong also stated that the company requires engineers to keep context as concise as possible, including starting new sessions when switching tasks, narrowing the context scope of files, and closing unused tools, to reduce unnecessary Token consumption.According to him, through these measures, Coinbase has successfully reduced AI spending by nearly 50%, while Token usage continues to grow.

Alliance Founder: The crypto network will eventually become the default settlement layer of the internet

Imran Khan, co-founder of Alliance, stated on the X platform that he remains optimistic about the development prospects of the cryptocurrency industry, noting that the market has previously overestimated the speed at which cryptocurrency would become the next mainstream computing paradigm. Many had originally expected cryptocurrency to lead the next platform revolution, but ultimately, it has largely been artificial intelligence (AI) that has taken on this role.Khan pointed out that over the past decade, a significant amount of capital has flowed into the cryptocurrency industry, but a considerable portion of that funding has been used for overbuilding. The industry has not focused on a few applications with clear advantages but has attempted to reshape multiple fields such as finance, social networking, and governance simultaneously. The adjustments and consolidations currently experienced in the market are essentially a natural return after previous overexpansion and do not mean that the core logic of the cryptocurrency industry has failed.He believes that the greatest path to success for the cryptocurrency industry may not be to first create a killer application, but rather to become the global financial infrastructure. As stablecoins, cryptocurrency wallets, tokenized stocks, and on-chain financial services reach more users through digital banking and ultimately serve AI agents, the cryptocurrency network will become the default value settlement layer of the internet. Once these infrastructures are widely adopted, innovations such as DAOs, decentralized markets, and machine-to-machine payments, which were previously difficult to implement due to timing, may finally see true large-scale application opportunities.

Report: AI Agent has completed over 73 million dollars in on-chain payments, with USDC as the default settlement asset

The crypto market maker Keyrock, in collaboration with Coinbase, Tempo, and Virtuals Protocol, released the report "Who Pays the Agent?" which states that AI Agents are rapidly becoming important participants in the on-chain economy. Data shows that from May 2025 to April 2026, AI Agents have completed approximately 176 million on-chain transactions, with a total settlement amount exceeding $73 million. The report points out that the average payment amount per transaction for AI Agents is only between $0.31 and $0.48, indicating that a machine-native micropayment economy is forming. About 76% of the transaction amounts are below the Visa fixed fee threshold of $0.30, making it difficult for traditional bank cards and banking payment systems to adapt to the high-frequency, small, autonomous payment needs of AI.Data shows that 98.6% of AI Agent payments are settled in USDC. As of Q1 2026, more than 104,000 AI Agents have completed registration. The report states that on the Base network, the cost of a USDC transfer is about $0.0001, accounting for approximately 0.03% of the $0.31 transaction amount, which presents a significant cost advantage compared to traditional payment systems. The report believes that stablecoins are gradually becoming the "default currency infrastructure" for economic activities between AI and machines. However, Keyrock also warns that the current AI payment ecosystem's high dependence on USDC poses a centralization risk, meaning that the entire emerging AI payment system largely relies on the regulation and infrastructure stability of a single stablecoin issuer.In addition, several technology and payment companies have begun to lay out AI Agent payment infrastructure, including the x402 protocol launched by Coinbase, the Machine Payments Protocol (MPP) launched by Stripe and Tempo, Google's AP2 delegated payment system, and Visa's expanded tokenized payment voucher service. The report also points out that the current regulatory frameworks, including the European MiCA Act, the U.S. GENIUS Act, and the EU AI Act, still lack comprehensive regulatory standards for autonomous financial transactions and payment behaviors between machines.

LayerZero has been reported to have used multi-signature wallets to trade Meme coins, and the default library contract upgrade mechanism poses risks

According to market news, LayerZero Labs co-founder and CEO Bryan Pellegrino had a heated debate with security researchers today in the ETHSecurity Community Telegram group. The core controversy includes: since LayerZero Labs can immediately upgrade a default library contract without a time limit to forge messages (similar to the case where rsETH was hacked), the LZ OFT, valued at over $3 billion, is recently at risk of being stolen; researcher Banteg pointed out that mainstream projects like Ethena and EtherFi were still using this default library contract weeks ago, and currently, there is still $178 million worth exposed to risk, with these funds coming from projects that are still using the default library.On-chain data shows that LayerZero Labs multi-signature signers participated in non-multi-signature activities such as meme coin trading, DEX exchanges, and cross-chain bridging, which means that the multi-signature keys in the formal environment were connected to websites, increasing phishing risks. Regarding the multi-signature signers of LayerZero using production environment keys for trading activities, Bryan confirmed that the related transactions were completed by members of the multi-signature team, but denied that it was "meme coin trading," explaining it as "testing PEPE on the LZ OFT token standard," and stated that the involved member has been removed. Bryan also suggested that project parties "directly fix configurations" instead of using default configurations to reduce risks. Banteg subsequently tagged a long list of LayerZero users still using the default library contract, pointing out that these projects should migrate to fixed configurations as soon as possible.

Li Feng, co-founder of Moore Threads, has been exposed for his involvement in an ICO project and a dispute over the default of 1,500 bitcoins

According to Foresight News, Moore Threads surged nearly 470% on its first day of listing on the Sci-Tech Innovation Board on December 5, with a market value exceeding 300 billion yuan. However, at the same time, the past controversies of co-founder Li Feng in the cryptocurrency industry have once again drawn attention.The report pointed out that in 2017, Li Feng, along with Li Xiaolai and others, participated in the issuance of a token project called "Malle Go Coin (MGD)." The project raised about 5,000 ETH during the ICO boom, with several team background claims in the white paper being accused of exaggeration and some fund usage being opaque. Under regulatory pressure, the project was renamed "Alpaca Coin." Additionally, in 2018, OKX founder Star publicly accused Li Feng of borrowing 1,500 bitcoins and failing to repay them on time, claiming that legal proceedings had been initiated in both China and the United States.The borrowing agreement presented by Star at the time showed that the two parties first signed the agreement in 2014, and it was renewed in 2017 due to a request for an extension, but ultimately, a default situation still occurred. Due to issues related to cross-border enforcement and the legal recognition of virtual assets, this dispute has yet to reach a clear resolution.
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