Core Viewpoint - Toco AI aims to integrate certainty and engineering into AI coding, emphasizing that writing good, maintainable code is what brings social value, rather than just writing code itself [2][11][28]. Group 1: AI Architect and Software Engineering - Toco AI introduces an AI architect to address software architecture and maintainability challenges, moving beyond traditional coding capabilities [3][12]. - The company believes that architecture determines the upper and lower limits of software development, and thus emphasizes the need for a structured approach to software engineering [6][10]. - Toco AI's product is designed to embed best practices and modeling methodologies into AI coding, ensuring that software development is both rigorous and efficient [11][12]. Group 2: Market Position and Differentiation - Toco AI differentiates itself from competitors like Cursor and Claude Code by focusing on end-to-end software engineering solutions that incorporate standardized modeling practices [18][19]. - The company targets small to medium-sized businesses (SMBs) that may lack the resources for a dedicated architect, providing them with tools to build robust software architectures [16][17]. - Toco AI aims to become a standard in AI coding, similar to how Spring and Kubernetes have established themselves in their respective fields [22][61]. Group 3: Future of Software Development - The company anticipates that as AI coding evolves, the focus will shift from merely writing code to understanding and designing software architecture, which is crucial for long-term sustainability [28][30]. - Toco AI believes that the complexity of software will continue to grow, necessitating a strong architectural foundation regardless of the software's size [23][24]. - The integration of AI in coding is seen as a paradigm shift, where the emphasis will be on business logic and architecture rather than the specifics of coding languages [30][31]. Group 4: Challenges and Opportunities - Toco AI acknowledges that while AI can assist in coding, the ultimate decision-making and understanding of business needs will always rest with humans [32][33]. - The company is aware of the potential for job displacement due to AI advancements but believes that this will lead to a shift in focus towards higher-level problem-solving and architecture [37][51]. - Toco AI is committed to fostering a collaborative market environment, encouraging other companies to participate in the development of AI coding solutions [49][50].

Core Viewpoint - The article emphasizes the importance of foundational knowledge in mathematics and engineering for computer science students to adapt to technological changes, rather than solely focusing on popular technology courses [1][2]. Group 1: Importance of Foundational Knowledge - Yann LeCun advises computer science students to invest time in foundational courses such as mathematics, physics, and electrical engineering, rather than just the minimum required courses [1]. - LeCun highlights that understanding mathematical concepts like modeling and linear algebra is crucial for long-term benefits in the field [1][2]. - The article mentions that engineering disciplines often require more advanced mathematics, which can provide a better foundation for students pursuing careers in artificial intelligence [2]. Group 2: Skills for the Future - Key figures in the field, including Jeffrey Hinton, stress that skills such as mathematics, statistics, and critical thinking are essential to keep pace with advancements in artificial intelligence [2]. - LeCun humorously notes that he initially studied electrical engineering before transitioning to computer science, indicating the value of a diverse educational background [2]. - The article points out that while programming skills are necessary, they should be complemented by a solid understanding of computer science principles [3].

This could possibly be the greatest feat of engineering in human historyhttps://t.co/QKCILDyBHW ...

Project Overview - China is planning to build the Yaxia Hydropower Project (Lower Yarlung Hydropower Project) at The Great Bend of the Yarlung Tsangpo River, a project considered even more ambitious than the Three Gorges Dam [1][5] - The project aims to dominate hydropower generation, potentially becoming the world's largest individual source of energy [7][8] - Analysts are using social media, state television, and satellite images to understand the project's design due to limited official information [9] Engineering and Design - The project is envisioned as a diversion project, potentially consisting of a series of hydropower stations along the river, including upstream and downstream dams with underground tunnels [9][10] - The scale of the project is considered novel, with engineers potentially doubting the feasibility of building it in such a remote location [12] - The volume of water diverted will be similar to the discharge of a medium-sized river like the Rhine in Europe [11] Power Generation and Capacity - The project is expected to have an installed capacity of 60 gigawatts [8] - The Chinese government estimates the project will generate approximately 300 billion kilowatt hours per year, exceeding the UK's annual usage and about three times more than the Three Gorges Dam generates [8] Environmental and Geopolitical Considerations - The project is located in an earthquake-prone area, requiring tunneling through rising mountains [2] - The project could affect hundreds of millions of lives downstream in neighboring India and Bangladesh, potentially creating tensions over water resources [2] - The Great Bend is characterized by a significant elevation drop of about 2,000 meters (6,562 feet) over a 50 kilometer (31 miles) distance, making it the world's steepest and deepest canyon [5][6][7]

Engineering is magic https://t.co/4Btfr6F7FM ...

University Ranking & Reputation - Carnegie Mellon University (CMU) is recognized as a "New Ivy" League school, favored by employers [1] - CMU is renowned for its strong computer science and engineering programs [1] Career Launching - The report highlights the top 15 colleges for launching careers [1]

Project Highlights - The company hosted a group of engineers for 24 hours [1] - The report highlights the top projects from the event [1]

Overview - Forbes 30 Under 30 Science 2026 highlights young scientists, engineers, and entrepreneurs [1] - These individuals are focused on creating positive global impact across various scales [1] Focus Areas - The honorees are involved in new discoveries ranging from the cosmos to the nanoscale [1] - They are working to build a better world through their innovations [1]

Based on the provided content, here's a summary of the main points and logic: Industry Perspective - The engineering field is viewed as something akin to "magic" [1]

General Observation - The document highlights what is considered the greatest engineering feat [1]