prompt engineering

Search documents
Getting Started with LangSmith (2/6): Playground & Prompts
LangChain· 2025-06-25 00:55
Core Features of Langsmith for Prompt Engineering - Langsmith offers a prompt playground for modifying and testing LLM prompts, accessible via the left-hand navigation or from individual traces containing LLM calls [2][3][4] - The platform includes a prompt hub for saving and versioning LLM prompts, facilitating collaboration and managing frequently changing prompts [6][7] - Langsmith provides a prompt canvas, which uses an LLM agent to help optimize prompts, useful for refining wording and targeting specific sections of the prompt [15][16] Workflow and Application - Users can import existing prompts and outputs from traces into the playground to iterate and refine the prompt based on actual application behavior [4] - The prompt hub allows users to save prompts with input variables, making them more flexible and reusable across different contexts [7][8] - Saved prompts can be accessed via code snippets, enabling dynamic pulling of prompts from the prompt hub into applications, avoiding hardcoding [10][11] - Specific versions or commits of prompts can be used in applications by specifying the commit hash when pulling from the prompt hub [18] Optimization and Version Control - The prompt canvas can rewrite prompts to achieve specific goals, such as returning responses in a different language, and can be constrained to modify only selected sections [16][17] - The platform supports version control, allowing users to track changes and revert to previous versions of prompts as needed [9][13]
深度|2个月ARR两千万美元,Bolt.new CEO万字专访:我们正处在软件构建方式将被完全重构的零点位置
Sou Hu Cai Jing· 2025-05-07 06:08
Core Insights - Bolt.new, founded by Eric Simons, has evolved from a struggling startup to a successful AI software development platform, achieving $40 million in annual recurring revenue (ARR) after launching its product Bolt [2][5][8] - The company aims to simplify full-stack web application development, making it as easy as using design tools like Canva or Figma, and has invested seven years in developing its core technology [4][5][8] - The introduction of AI capabilities has significantly transformed the company's trajectory, with ARR skyrocketing from approximately $70,000 to $2.07 million within two months of launching Bolt [5][8] Company Development - The initial mission and vision of the company have remained consistent since its inception, focusing on creating a browser-based platform for web development [3][4] - The development of Web containers technology has been crucial, allowing for rapid startup of development environments within 100 milliseconds, which is a key differentiator from other cloud IDEs [5][7][23] - The company has learned valuable lessons from its early struggles, which have contributed to its current success and product-market fit [8][9] User Demographics and Experience - Surprisingly, 60% to 70% of Bolt's users are non-developers, including product managers and designers, indicating a shift in the target audience [9][10] - The platform is designed to provide an immediate "A-ha moment" for users, allowing them to create applications quickly without extensive prior knowledge [6][24] - The integration with deployment services like Netlify simplifies the process for users, enabling them to deploy projects with a single click [25][26] Future Directions - The company plans to enhance user experience by gradually removing or hiding complex features that are unnecessary for non-technical users [11][20] - There is potential for Bolt to evolve into a marketplace platform, connecting non-technical users with developers for project assistance [12][17] - The focus on customer support, brand strength, and distribution capabilities will be critical for differentiating the company in a competitive landscape [15][16] Market Position and Growth Strategy - The company has achieved significant growth without spending on advertising, relying instead on organic word-of-mouth [29] - With a recent Series B funding round completed, the company is exploring paid customer acquisition strategies to scale its user base further [29] - The unique speed and reliability of Bolt's platform, combined with its user-friendly interface, position it favorably against competitors [26][28]
深度|2个月ARR两千万美元,Bolt.new CEO万字专访:我们正处在软件构建方式将被完全重构的零点位置
Z Potentials· 2025-05-07 05:13
Core Insights - The article discusses the journey of Bolt.new, a software development platform, highlighting its growth from $600,000 to $20.7 million in annual recurring revenue (ARR) within a short period after the launch of its product [2][5][8] - The concept of "vibe coding" is introduced, emphasizing the ease of creating web applications similar to using design tools like Canva or Figma, making software development accessible to non-developers [3][4][12] Company Journey - The company was founded with a mission to simplify web application development, aiming to create a browser-based platform that allows users to build real software easily [3][5] - After years of development, the breakthrough came with the integration of FrontierAI, which transformed the user experience and significantly increased revenue [5][7] - The initial years were challenging, with the company facing potential closure before the successful launch of Bolt, which led to rapid growth [5][8] User Demographics - Initially, it was expected that the majority of users would be developers, but it was found that 60-70% of new users were non-developers, including product managers and designers [9][10] - This shift indicates a broader appeal of the platform, allowing a new demographic to create software without extensive coding knowledge [10][11] Product Development and Features - The platform utilizes Web containers technology, enabling a fast and efficient development environment that can start in 100 milliseconds [6][7] - The company plans to gradually remove or hide complex features to cater to a wider audience, focusing on providing an intuitive user experience [12][21] - The integration with services like Netlify for deployment simplifies the process for users, allowing them to share their projects easily [29][30] Future Directions - The company is exploring the potential of becoming a marketplace platform, connecting non-technical users with developers for project assistance [13][19] - There is an emphasis on enhancing customer support and service as a competitive advantage, recognizing the importance of user experience in driving growth [17][21] - The company is also considering how to leverage AI for marketing and customer service, aiming to provide comprehensive support for users [18][19] Market Positioning - Bolt.new differentiates itself by offering the fastest product experience in the market, with a unique operational model that minimizes costs and maximizes efficiency [30][31] - The platform's ability to cater to both technical and non-technical users positions it well in a competitive landscape, allowing for a diverse range of applications [31][32]