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Odaily News - Coinbase has disclosed the architecture and application of its internal AI system "CEEcil." This system is not a simple chatbot but is designed as an AI agent that functions like a "team member." It can be mentioned in Slack, and possesses long-term memory, proactive follow-up, and judgment capabilities.CEEcil retains team context through a three-tier memory mechanism: in the background, it continuously extracts information such as decisions, blocked items, and owners from authorized channels; each night, it consolidates short-term observations into long-term summaries; and when answering questions, it retrieves historical memories, recent conversations, and real-time data on demand. The system also adopts a tiered model architecture, where simple queries are prioritized for processing via APIs or knowledge bases, and only complex, multi-step tasks are delegated to more powerful AI models, thereby reducing cost and latency.In practical applications, CEEcil can proactively join relevant Slack discussions, send emoji reactions, and automatically follow up when issues go unaddressed. Coinbase states that the system also once refused to submit operational documents containing customer identity information to Git, suggesting the use of redacted versions or compliant storage methods instead—demonstrating a certain level of security judgment.Architecturally, CEEcil consists of a Go service and an AI agent runtime, and connects to tools such as memory retrieval, knowledge bases, real-time queries, and Slack via MCP. Coinbase also has set up a real-time "kill switch," call limits and spending caps, audit mechanisms, and requires human review and merging of the code it generates.Coinbase says CEEcil is now able to help teams handle production incidents and answer expert knowledge that previously would have required waiting hours to obtain. In the future, the company hopes to expand this model into multiple AI agents tailored to specific teams, enabling AI not only to "answer questions" but also to continuously remember, proactively participate, and complete actual work.
According to Sina Finance, the US International Trade Commission (ITC) voted to initiate a 337 investigation (Investigation No. 337-TA-1511) against Certain Dynamic Random Access Memory (DRAM) Devices, Products Containing the Same, and Components Thereof (II). It is alleged that the products exported to the US, imported into the US, and sold in the US violate Section 337 of the US Tariff Act (infringing US Registered Patent Nos. 12,646,537, 12,650,937), requesting the US ITC to issue a limited exclusion order and a cease and desist order. South Korea Samsung Electronics Co., Ltd., Suwon, Republic of Korea, US Samsung Electronics America, Inc., Plano, Texas, US Samsung Semiconductor, Inc., Plano, Texas, US Google LLC, Mountain View, California, US Super Mi
According to The Paper, 14 individual consumers and three small businesses filed an antitrust class-action lawsuit on June 25 in the U.S. District Court for the Northern District of California, accusing Samsung, SK Hynix, and Micron of conspiring to manipulate DRAM supply and pricing since 2022, leading to an approximately 700% increase in memory prices over the past four years. The plaintiffs claim the three companies used the transition to High Bandwidth Memory (HBM) as an excuse to artificially cut supply of traditional DDR3 and DDR4 memory, disregarding "all economic and business logic". The lawsuit also cites Apple's recent price increases for iPads and Macs as evidence that supply restrictions have affected downstream products. If successful, the defendants are required to pay treble damages, and the scope of the lawsuit may expand to all consumers and businesses purchasing products containing DRAM. Notably, Samsung and SK Hynix were previously fined in the U.S. for price-fixing behavior in the early 2000s, and Samsung was even handed a $300 million criminal fine in 2005. Investment bank Jefferies predicts that the high level of memory prices is difficult to reverse in the short term, with prices still expected to rise quarter-on-quarter by 30% to 50% in the third and fourth quarters of 2026, and a significant decline may not occur until 2028 at the earliest.