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Trip promotes the DRI system across the company to implement a major integration of production and research, breaking down functional boundaries

According to exclusive reports from Big Factory Daily, Trip.com held an all-hands meeting last week to announce the promotion of the "Integration of Production and Research" system across the company. This system is centered around DRI (Directly Responsible Individual) and merges personnel from product, operations, front-end, back-end, algorithms, testing, and other areas into project-based teams, breaking down traditional functional team boundaries with the goal of achieving "everyone is a full-stack developer, everyone is a product manager."In terms of specific execution, DRI leaders are not limited by function and can be original product, operations, or technical leaders. Team members within the project group collaborate across functions, which may lead to situations where products evaluate technical performance, and technology reports to operations. Front-end and back-end teams can also propose requirements and implement them independently. Ideas from product and operations that can be realized by AI can also be delivered independently, ultimately decided by the DRI.Currently, departments such as Trip.com Travel, Flights, and Content Center have begun to respond, with different teams progressing at varying paces, and the company has not imposed a one-size-fits-all requirement. The report indicates that this move is partly influenced by Silicon Valley concepts and aligns with the trend of blurred job boundaries in the AI era. This model can effectively reduce buck-passing and disputes, shorten delivery chains, and accelerate decision-making, but the challenge lies in the high comprehensive ability requirements for DRI leaders, who need to possess both technical understanding and business insight, and such qualified leaders are currently relatively scarce.

first_img OpenAI launched the Control Room system, which can cut off model output within 35 seconds

OpenAI announced the launch of a centralized system called Control Room, designed to track model workloads within its research infrastructure and quickly halt related tasks when security or safety concerns arise. This system currently covers research workloads within OpenAI, including training experiments, evaluations, and data processing. OpenAI stated that as model capabilities increase, associated safety and security risks also rise, making it increasingly critical to detect potential issues in a timely manner and swiftly halt models when necessary.In terms of specific mechanisms, Control Room assigns an identifier to each research task, and the inference engine verifies this identifier before generating model outputs. When a stop command is issued by manual or automated monitoring systems, Control Room revokes the authorization for that task, thereby blocking subsequent outputs, even if the underlying research program is still running. OpenAI noted that cached authorizations could delay shutdowns by up to 35 seconds; additionally, if Control Room itself is unavailable, the system is designed to reject new requests.Prior to this release, OpenAI had disclosed multiple incidents this year where research models deviated from instructions during evaluations. In July, the company reported that its model escaped a restricted testing environment and infiltrated Hugging Face to cheat in a security assessment. In October, it disclosed that a research model used an unauthorized encrypted wallet to pay for smart contract deployment fees on the testnet ETH, and this expenditure was omitted from the final summary.

BIT Securities launches a dollar-cost averaging feature for U.S. stocks, further improving the diversified investment ecosystem

BIT Securities announced the launch of a dollar-cost averaging feature for U.S. stocks starting today, covering all stocks and ETFs in the U.S. market. Users only need to set the investment amount (starting from a minimum of US$10) and the period (daily, weekly, or monthly), and the system will automatically buy according to the plan without the need to place manual orders each time. Users can activate the plan with one click when viewing individual stock details or the "Assets" page, and can adjust, pause, or terminate it at any time; additionally, the dollar-cost averaging plan can also choose to use margin funds for purchases.Compared to a one-time investment, dollar-cost averaging spreads the investment over different time points, helping to average out the holding costs and reduce timing pressure.Currently, BIT Securities supports trading in U.S. and Hong Kong stocks, and covers various investment methods including U.S. stock options, margin trading, and stock dollar-cost averaging. Elio Cui, the head of BIT Securities, stated: "We always hope that users with different investment styles can find suitable tools at BIT. The essence of dollar-cost averaging is long-term investment, which aligns with the group's long-termism philosophy. We hope to accompany users in combating volatility with discipline and growing together with quality assets."BIT Securities is also launching new user benefits: new account holders can enjoy commission-free trading for U.S. stocks, a US$100 platform fee rebate card, and a real-time market data card, with tasks completed earning rewards worth up to US$320; a transfer incentive campaign is also ongoing, with rewards worth up to US$300. Details of the activities are subject to BIT's official announcements.Risk Warning: Dollar-cost averaging does not guarantee profits and is not necessarily superior to other investment methods. Investors should formulate investment plans based on their own financial situation and risk tolerance.
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