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China’s AI models lag their U.S. counterparts by 6 to 9 months, says former head of Google China

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Kai-Fu Lee, chairman and chief executive officer of Sinovation Ventures, speaks during the HICOOL Global Entrepreneur Summit on September 11, 2021 in Beijing, China.  

China News Service | China News Service | Getty Images

BEIJING — Chinese artificial intelligence models may be at least half a year behind those developed in the U.S., but Chinese AI apps will likely take off much faster, said Kai-Fu Lee, former head of Google China.

He was referring to large language models, which are trained on massive amounts of data that can process and produce text, images and videos.

The top Chinese companies’ LLMs are about six to nine months behind their U.S. counterparts, while less advanced Chinese models may lag the U.S. by about 15 months, Lee said. He was speaking at the AVCJ Private Equity Forum China on Wednesday.

Lee, author of “AI Superpowers: China, Silicon Valley, and the New World Order,“ is a widely followed commentator on AI, and is the founder of startup 01.AI as well as venture capital firm Sinovation Ventures.

“Apps, I would predict, by early next year will proliferate in China much faster than in the U.S.,” Lee said, noting that the cost of training a good AI model has fallen significantly.

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“It’s inevitable that China will [build] the best AI apps in the world,” he said. “But it’s not clear whether it will be built by big companies or small companies.”

Lee, whose startup is focused on search apps right how, said it may take five to eight years to take generative AI consumer applications to the next level — a single “super app” that can perform multiple tasks.

The industry will likely need completely new devices versus existing smartphones, he said, adding “the right device ought to be always on, always listening.”

Major Chinese companies such as Alibaba and Tencent have released their AI models and business products. These companies and investors have also backed several AI startups.

Beijing-based ShengShu Technology, backed by Alibaba-affiliate Ant Group, announced Wednesday that its text-to-video model Vidu has introduced a new feature for improving how a main element or character in AI-generated clips can be portrayed consistently, without distortion. That can enable advertisers to create promotional videos for their products.

Vidu was released earlier this year and its basic tools are open to the public, with more advanced capabilities available via subscription. Co-founder and CEO Jiayu Tang told reporters Wednesday that several companies were interested in buying ShengShu’s services, and were not just exploring the tech.

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Accounting

Key Factors for Optimal Bookkeeping Software Solution Selection

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Selecting the Optimal Bookkeeping Software Solution: Key Factors to Consider

In today’s fast-paced, digital environment, businesses have an abundance of bookkeeping software options to choose from. However, not all platforms are equally suited to every organization’s needs. Selecting the ideal software requires thorough research and evaluation to ensure it effectively supports accounting processes, enhances efficiency, and meets the business’s unique operational demands. This article highlights key factors to consider when choosing the optimal bookkeeping software solution.

User Access and Permissions

A critical starting point in selecting bookkeeping software is determining the number of users who will need access. Many software providers structure their pricing plans based on the number of users, making it essential to assess how many employees, accountants, or managers require permissions to view, edit, or manage financial data. This consideration not only influences costs but also ensures that appropriate security settings are in place to protect sensitive financial information. Businesses should prioritize platforms that offer customizable user roles and permissions, allowing access to be granted according to each individual’s responsibilities.

Integration Capabilities with Other Systems

The ability of bookkeeping software to integrate seamlessly with other operational systems is essential for efficiency. Many modern solutions offer built-in integrations with bank accounts, credit cards, payroll software, customer relationship management (CRM) platforms, e-commerce tools, and inventory management systems. Such integrations reduce the need for manual data entry, minimize the likelihood of errors, and enable real-time financial tracking. For businesses that rely heavily on multiple tools, it is crucial to choose bookkeeping software that supports smooth data exchange across platforms to streamline processes and enhance productivity.

Robust Reporting and Financial Statement Generation

Effective bookkeeping software must offer advanced reporting capabilities that align with standard accounting practices and business-specific needs. The software should provide customizable reports that allow businesses to track critical metrics, such as cash flow, profit margins, and accounts receivable. Reporting flexibility ensures that stakeholders—whether internal or external—receive clear and actionable financial insights. Additionally, the ability to generate compliant financial statements, such as income statements, balance sheets, and cash flow statements, is essential for meeting regulatory requirements and supporting strategic decision-making.

Mobile Access and Cloud Technology

As remote work becomes increasingly common, cloud-based bookkeeping software solutions have grown in importance. Cloud platforms allow users to access financial data securely from any location, using mobile devices or web browsers. This flexibility ensures that accounting teams and business leaders can monitor and manage financial information on the go, facilitating faster decision-making. When selecting bookkeeping software, businesses should assess their mobile access needs and choose platforms that offer reliable mobile apps or responsive interfaces that enhance accessibility and collaboration.

Industry-Specific Features

Certain industries—such as construction, nonprofits, retail, and professional services—have unique accounting requirements. For example, construction companies may need to track project-based expenses, while nonprofits must adhere to specific reporting standards. Selecting bookkeeping software with industry-specific features can help businesses reduce the need for manual adjustments and ensure that the system aligns with operational workflows. These tailored functionalities can improve accuracy and efficiency, making it easier to meet both day-to-day and long-term accounting objectives.

Implementation, Training, and Customer Support

Even the most feature-rich bookkeeping software will fail to deliver value without proper implementation and team adoption. Vendors that offer comprehensive implementation support and seamless integration services can make the transition to new software smoother. Additionally, access to training resources—such as webinars, tutorials, and customer support—ensures that employees can quickly become proficient in using the software. Businesses should evaluate the quality of vendor support, including availability of live assistance and responsiveness to inquiries, to ensure ongoing success.

Cost vs. Value: A Balanced Approach

While pricing is an important consideration, businesses should not select bookkeeping software based solely on cost. The goal is to find a solution that delivers the best value by meeting both current and future accounting needs efficiently. In some cases, higher-priced software may offer features or integrations that significantly reduce manual work and increase accuracy, providing a strong return on investment over time. Companies should carefully weigh the total cost of ownership, including subscription fees, implementation expenses, and potential upgrades, against the benefits the software provides.

Scalability and Future Needs

Businesses evolve over time, and their accounting requirements grow more complex. It is crucial to choose bookkeeping software that can scale with the business, accommodating future needs without requiring frequent platform changes. Features such as multi-currency support, automated invoicing, and advanced analytics may become essential as the organization expands. Opting for scalable software ensures that the system remains a valuable tool even as the business grows.

Selecting the optimal bookkeeping software is a strategic decision that requires a comprehensive evaluation of various factors. From user access and integration capabilities to mobile access and industry-specific features, businesses must align software functionality with their operational needs. Proper implementation, along with reliable vendor support and training resources, ensures smooth adoption and long-term success. While pricing is an important factor, the focus should be on finding a solution that provides the most value by streamlining accounting processes and preparing the organization for future growth. By taking a balanced approach to these considerations, businesses can select the best bookkeeping software to enhance financial management and drive success in a competitive marketplace.

Norene

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Accounting

Strategies for Effective Financial Record-Keeping System

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Accounting Record Keeping

Maintaining well-organized financial records is essential for both individuals and businesses. A robust record-keeping system ensures accountability, aids in financial planning, supports legal compliance, and prepares you for unforeseen events. However, without a structured approach, managing financial documents can quickly become overwhelming. This article explores strategies for building an efficient and sustainable financial record-keeping system.

Identify Records to Retain

The first step in developing a reliable system is identifying what documents you need to keep. Regulatory requirements, tax obligations, and future needs will determine which records are essential. Individuals typically retain documents such as tax returns, bank statements, pay stubs, investment reports, medical bills, insurance policies, and purchase receipts for high-value items. Businesses, on the other hand, need to store financial statements, general ledgers, payroll records, accounts payable and receivable reports, W-9s, 1099s, and various tax forms.

Understanding the scope of required records ensures that nothing crucial is missed and establishes a solid foundation for organizing your system.

Develop a Logical Organizational Structure

Once you know what records to retain, the next step is to design an intuitive filing system. A logical structure helps maintain order and makes retrieval quick and painless. For both physical and digital records, it’s helpful to create primary categories such as Banking, Taxes, Assets, and Insurance. Within these categories, you can further divide documents by year or type.

Physical records can be organized using labeled folders, with color-coded categories for quick identification. Digital files should mirror this structure, ensuring consistency across both formats. Using cloud storage platforms with folder hierarchies makes it easy to manage digital records efficiently.

Ensure Security and Controlled Access

Financial records often contain sensitive information, so security must be a priority. For physical documents, consider using a locking file cabinet or a safe to prevent unauthorized access. When it comes to digital records, cloud storage solutions with encryption, multi-factor authentication (MFA), and role-based access permissions offer robust security.

Routine backups are also critical to prevent data loss. Schedule regular cloud backups or store files on external hard drives to ensure recoverability in case of technical failures or cyber incidents.

Implement Processes for Ongoing Organization

Establishing a system is only half the battle—maintaining it requires consistent processes. Introduce habits that encourage the continuous integration of new records. For example, set up a designated bin or tray for physical documents that need to be filed. Schedule weekly or monthly sorting sessions to prevent paperwork from piling up.

Digital records can be managed efficiently with the help of mobile scanning apps, which allow you to upload and store documents instantly. Automating document uploads or using templates for financial reports can also help reduce administrative workload.

Define Record Retention Policies

A well-organized financial record-keeping system includes clear retention guidelines. Different types of records have varying lifespans, particularly when it comes to tax and legal documentation. Tax-related files, for example, often need to be kept for three to seven years, while loan documents and property deeds may require longer retention.

Implement an annual archiving process to remove outdated records and free up space. Be sure to securely dispose of old physical documents through shredding and properly delete digital files to maintain data security.

Review and Update the System Regularly

As business operations evolve or personal circumstances change, your financial record-keeping system must also adapt. Periodically assess the system’s effectiveness to ensure it aligns with current needs. Technological advancements, regulatory changes, or the addition of new financial processes may necessitate updates.

Regular evaluations help you identify inefficiencies, improve workflows, and implement new tools that can further enhance your record-keeping efforts. Staying proactive in maintaining your system ensures it remains optimized over time.

The Benefits of a Structured Record-Keeping System

Creating an organized financial record-keeping system requires upfront effort, but the long-term benefits far outweigh the initial investment. A well-maintained system improves efficiency, reduces stress during tax season, ensures legal compliance, and provides quick access to critical documents when needed. For businesses, an effective record-keeping system supports better financial management and helps avoid costly mistakes, such as missed deadlines or lost receipts.

Whether managing personal finances or business accounts, a systematic approach keeps you in control. By following these strategies, you can establish a financial record-keeping system that is secure, sustainable, and adaptable to future needs. In the long run, the effort invested in building a reliable system pays off with enhanced organization, improved decision-making, and peace of mind.

An effective financial record-keeping system is essential for staying organized, meeting legal obligations, and preparing for the unexpected. By identifying the necessary records, creating a logical structure, ensuring security, and defining retention policies, individuals and businesses can manage financial documents efficiently. Regular evaluations and updates keep the system optimized as circumstances evolve. Ultimately, a well-organized approach to financial record-keeping promotes accountability, compliance, and readiness for whatever the future holds.

Norene

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Finance

Stock picking small caps may boost performance right now

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ETF Edge, October 14, 2024

Stock picking may be the key to getting exposure to small caps.

Rob Harvey, who’s behind the Dimensional U.S. Small Cap ETF, uses an actively managed approach to buying the group. He’s trying to avoid small caps that are underperforming and dragging down the index.

“There’s no reason to hold companies that really are scraping the bottom of the barrel in terms of profitability,” the firm’s co-head of product specialists told CNBC’s “ETF Edge” this week. “You remove those from your small cap universe, [and] you can do a lot for boosting returns.”

The Russell 2000, which tracks small caps, is up more than 12% so far this year. Meanwhile, the broader S&P 500 is up about 23% in the same time frame.

As of Thursday, the fund’s top holdings were Sprouts Farmers Market, Abercrombie & Fitch, Fabrinet, according to the Dimensional Fund Advisors website. However, its top holding is cash and cash equivalents, which accounts for 1.13% of the fund.

Ben Slavin, who’s global head of ETFs for BNY Mellon notes investors are looking for more actively managed products to screen out small cap laggards.

“Investor sentiment has shifted towards small caps, and you see that in the numbers, in terms of where investors are putting their dollars, from a flow standpoint,” said Slavin. “These types of strategies are benefitting.”

As of Friday’s close, the Dimension U.S. Small Cap ETF is underperforming the Russell 2000 by more than one percent this year.

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