Core Viewpoint - The article emphasizes the importance of personal growth and adaptability in the workplace, suggesting that enduring challenges and continuously learning are essential for career advancement [9][10]. Group 1 - Enduring workplace challenges is a common experience, and individuals must develop resilience to navigate these situations effectively [12][16]. - Changing jobs does not eliminate challenges; personal growth and the ability to handle adversity are crucial [18][20]. - Seeking help and learning from experienced colleagues can significantly enhance problem-solving capabilities [25][27]. Group 2 - Maintaining a sense of responsibility and actively seeking work, even without direct assignments, is vital for career success [35][36]. - Innovation and attentiveness to customer needs can lead to significant career advancements, as demonstrated by the story of a service worker who proposed valuable changes [39][44]. - A strong work ethic and a focus on continuous improvement are essential for long-term career growth [46][48]. Group 3 - Understanding workplace dynamics and being sensitive to the emotions of others can prevent conflicts and foster better relationships [51][59]. - The rapid evolution of job skills due to technological advancements necessitates continuous learning to remain relevant in the workforce [63][68]. - Quality of work and the ability to think critically are more important than mere busyness in achieving career success [72][75]. Group 4 - Experience alone does not guarantee success; actively reflecting on and learning from experiences is what transforms them into valuable insights [88][92]. - Authenticity and sincerity in interpersonal relationships are crucial for building a positive reputation in the workplace [95][99]. - Understanding and navigating workplace rules can significantly enhance opportunities for promotions and salary increases [101][102].

Core Insights - The article highlights the importance of continuous learning among merchants in Yiwu, particularly in foreign language skills, to adapt to external market challenges [1] - Yiwu's trade with Latin America and the European Union has seen significant growth in the first quarter, with trade volumes reaching 27.31 billion and 16.36 billion respectively, marking year-on-year increases of 14.1% and 16.5% [1] Group 1: Language Training Initiatives - Yiwu International Trade City has implemented a multi-language training system, including Spanish, English, and Arabic, to enhance merchants' communication skills [1] - The language training sessions are seen as essential for building trust and facilitating cooperation with international clients, particularly from Latin America [1] Group 2: Merchant Attitudes and Development - Merchants in Yiwu are characterized by a strong desire to learn, often attending classes during the day and taking additional courses at night [1] - The shift from traditional trading methods to modern business practices is evident, as merchants embrace digital tools and continuous education to thrive in a competitive environment [1]

Group 1 - The workplace is about creating value, where a partner expects an employee to generate more value than their salary, necessitating skill development to meet higher salary expectations [3][4] - Building relationships with influential figures is crucial, as it aids in navigating the industry and enhancing one's value within the organization [3][4] - Understanding the partner's perspective is essential, as it reflects the industry's characteristics and the rationality behind their actions [4] Group 2 - Investment capability is defined by the ability to identify and advocate for top projects amidst increasing competition and narrowing listing channels [6] - New employees must leverage their existing resources and relationships to enhance their resumes and secure better opportunities in the future [6][7] - Continuous learning and adaptability are vital, as opportunities can arise in unexpected areas, such as innovative investment strategies [7] Group 3 - Investment is fundamentally about understanding interests and human nature, with a focus on aligning the needs of various stakeholders in a transaction [8][9] - A successful investment proposal must satisfy multiple parties, including limited partners, partners, companies, founders, and other stakeholders [9][10] - The personal interests of investment managers should also be considered, as they play a role in the overall success of the investment [10] Group 4 - Qualities like kindness may not hold value in the investment industry, and a firm approach is often necessary to navigate challenges effectively [11]

Core Viewpoint - The article introduces the LoRI technology, which demonstrates that significantly reducing the trainable parameters of LoRA can still maintain strong model performance, achieving comparable or superior results to full fine-tuning and other methods while using only 5% of LoRA's parameters [1][9]. Summary by Sections LoRA and Its Limitations - LoRA is widely adopted for parameter-efficient fine-tuning (PEFT) but still incurs significant memory overhead, especially in large models [3][4]. - Recent research indicates substantial redundancy in incremental parameters, prompting the development of LoRI, which reduces the number of trainable parameters while preserving model knowledge [4]. LoRI Methodology - LoRI keeps the low-rank matrix A fixed as a random projection and uses a task-specific sparse mask to train matrix B, allowing for significant parameter reduction [4][13]. - Even with 90% sparsity in B, LoRI maintains good performance, indicating that the adaptation process does not require updating A [4][17]. Multi-Task Learning and Adapter Merging - Multi-task learning is essential for creating versatile models, but training on mixed datasets is costly. LoRI allows for the merging of existing models without retraining, effectively combining LoRA adapters for multi-task capabilities [7]. - Directly merging heterogeneous LoRA can lead to parameter interference, but LoRI mitigates this by mapping task-specific adapters to nearly orthogonal subspaces [7][20]. Continuous Learning and Safety - LoRI provides a lightweight continuous learning method that maintains safety while adapting to new tasks, addressing the challenge of catastrophic forgetting [8][22]. - The two-phase training process for safety adapters shows that LoRI-S outperforms other methods in retaining safety alignment, even under aggressive sparsity [22][23]. Performance Evaluation - Extensive experiments on various benchmarks show that LoRI achieves or exceeds the performance of full fine-tuning and other PEFT methods while using 95% fewer trainable parameters [9][19]. - In single-task performance, LoRI variants demonstrate competitive results across natural language understanding, mathematics, programming, and safety tasks [19][20]. Conclusion - Overall, LoRI presents an effective and lightweight approach to building safe adapters that support downstream task adaptation while maintaining alignment [23].

Core Viewpoint - Effective international spot gold trading strategies are crucial for investors to achieve returns in the financial market [1] Trading Strategies Summary - **Risk Management**: Investors should set reasonable stop-loss and take-profit points to control risk exposure. Diversification is also an effective method to reduce risk by investing in different asset types [3] - **Trend Trading**: Gold price movements exhibit certain trends, which are difficult to change once established. Investors should respect the trend unless a clear market change occurs [3] - **Limit Price Platforms**: Choosing limit price platforms for trading can help control risks by allowing investors to set stop-loss and take-profit levels effectively [3] - **Technical Analysis**: Analyzing charts and technical indicators, such as moving averages and RSI, can help predict price movements and inform buy/sell decisions [4] - **Light Position Trading**: Investors should operate with light positions and follow market trends to increase the chances of success while avoiding excessive risk [4] - **Timing the Market**: Due to high volatility in the gold market, investors must choose appropriate entry points based on market trends and their risk tolerance [5] - **Understanding Price Influences**: Gold prices are affected by various factors, including the US dollar exchange rate, global political situations, and economic data, which investors need to monitor closely [5] - **Range Trading Strategy**: This strategy is suitable for stable market conditions, where investors buy near support levels and sell near resistance levels to profit from price fluctuations [6] - **Maintaining Composure**: Trading psychology significantly impacts outcomes. Investors should remain calm and rational, adhering to their strategies without succumbing to market emotions [7] - **Continuous Learning**: Patience and discipline are essential qualities for successful trading. Investors should cultivate these traits and consistently improve their trading skills and experience [9]