We saw the growth of uh clients engaging in AI work up 45% in the quarter and so really it's showing that businesses really need to find the talent to meet the moment both for traditional AI skills like prompt engineering which was up 70 plus% but also in other categories that everyone said would be dead to your comments earlier around where is AI destroying jobs you know in the past we have seen some erosion in small jobs and categories like writing and translation those categories are actually now stabili ...

AI Development Strategy - Building successful AI applications requires a sophisticated engineering approach beyond just writing good prompts [1] - The industry emphasizes the importance of evaluations (evals) as a core component of the development process [1] - Evaluations should be intentionally engineered to reflect real-world user feedback and drive product improvements [1] Technical Focus - "Context engineering" is emerging as a new frontier, focusing on optimizing the entire context provided to the model [1] - Context engineering includes tool definitions and their outputs [1] - The industry advocates for a flexible, model-agnostic architecture [1] Adaptability - The architecture should quickly adapt to the rapidly evolving landscape of AI models [1] - Optimize the entire evaluation system, not just the prompts [1]

Technology & AI - The user expresses frustration with a "cursor agent" autorun potentially leading to a high gas fee transaction for a low-value cryptocurrency [1] - The user narrowly avoided a costly transaction by quickly stopping the autorun [1] - The user humorously refers to using strong language ("骂脏话") as part of "prompt engineering" [1]

If you're wondering why your boss suddenly started talking about prompt engineering in meetings, you're witnessing the rise of AI literacy as a non-negotiable leadership skill. https://t.co/n4ID9o0fYU https://t.co/cWNzyJ1Rql ...

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]

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]

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]