[प्रशंसा] हैज़ अ सिंपल क्वेश्चन एवर चेंज द वे यू थिंक दैट हैपन टू मी रिसेंटली आई वास डूइंग माय मैथ्स होमवर्क लाइक द गुड स्टूडेंट आई एम व्हेन माय डैड वाक एंड आस्क व्हाई आर यू यूजिंग अ कैलकुलेटर आई लॉस्ट टू मसेल्फ टू मी यूजिंग वन माय ट्रिग्नोमेट्री होमवर्क कंप्लीटली नॉर्मल बट आई कुड सी एक्सप्रेशन अ सरप्राइज आफ्टर ऑल व्हेन ही वास इन स्कूल 25 कैलकुलेट अ बैंड टीचर्स दे थिंकिंग क्रिटिकली बट ओवर टाइम पीपल बिग टू रियलाइज समथिंग कैलकुलेट डोंट रिप्लेस थिंकिंग दे सपोर्ट दैट्स पार्ट रली स्टक मी वन सीन एस अ प्रॉब्लम है न ...

Model Development & Capabilities - Google's Nano Banana image model, built upon the Gemini model, achieves single image character consistency through high-quality data, long multimodal context windows, and disciplined human evaluations [3][4][32][33] - The model benefits from Gemini's multimodal foundational capabilities, including a long context window that allows for multiple image inputs and iterative conversations [33][34] - A key technical breakthrough is the model's ability to generalize well, enabling it to maintain character consistency and edit images while preserving untouched elements [32][33][24] - Craft and attention to detail in data selection and model design are as important as scale in achieving high-quality results [4][38][39] Applications & Use Cases - The model facilitates consistent character and scene preservation in video models, enabling smoother video creation with natural scene cuts [6][7][8] - Users are creatively "hacking" the model for learning and information digestion, such as creating sketch notes from complex topics [9][10] - The model allows users to see themselves in new ways, enhancing self-expression and identity through 3D figurines and other creative outputs [14] - The technology has potential for personalized learning, multimodal creation, and specialized UIs that combine fine-grain control with automation [4][69][70] Business & Product Strategy - Google aims to build a single, powerful model capable of handling any modality and transforming it into any other, with specialized models like Imagen and VEO serving as stepping stones [47][48][49] - The company is focusing on making the technology more accessible and easier to use for consumers, while also developing more precise control and robustness for professional workflows [43][66][67][68] - Google is exploring new visual creation canvases and UIs to enhance user interaction with the models, moving beyond simple chatbot interfaces [72][73][74] - Startups have opportunities to develop workflow-based tools for various verticals, leveraging the fundamental technology to address specific client needs [111][112] Safety & Ethical Considerations - Google is committed to preventing misuse of the technology, particularly in creating deepfakes and misinformation [89][90] - The company employs visible watermarks and invisible SynthID to indicate AI-generated content and verify its origin [91][92][95] - Google invests in ongoing testing and mitigation strategies to address new attack vectors and ensure responsible use of the models [93]

[Music] Hello everyone, my name is Sophie. I would like to start with a confession. As a learning system designer for many years, I have been believed learning system could be designed by logic, data, dashboards, methodology.I built products and platforms. I refined algorithm. I adjust the difficulty levels until one message changed everything.A woman, she left one of our learning system and then she left one message. It is very short and unforgettable. She asked you never asked me why I want to start learn ...

AI in Education Market & Trends - India's AI market is projected to reach $17 billion by 2027, with an annual growth rate of 20-25% [2] - The education sector is expected to contribute $2 billion to the $17 billion AI market [3] - 65% of current students will hold jobs that do not exist today, highlighting the need for updated skills [4] Challenges in Traditional Education - Traditional education systems have not been significantly updated in decades [4] - Teachers spend a significant amount of time (55 out of 60 hours) on evaluation, lesson planning, and correction, leaving only 45% for student interaction [5][6] - Existing skills taught in schools may become outdated [4] Akimkar Global Academy's Innovative Approach - The academy focuses on empowering students to ask questions, follow passions, and study at their own pace, eliminating traditional exams and textbooks [9] - The school replaces teachers with mentors and establishes a research lab for teachers to improve teaching methods [10] - Classes are structured in U-shapes or round tables to encourage student leadership [11] - The academy emphasizes critical thinking, collaboration, communication, and creativity [12] Integrating AI for Enhanced Learning - AI can assist teachers by reducing workload and stress, allowing them to focus on delivering quality education [6][17] - AI-powered learning apps can personalize education, transforming complex problems into engaging stories [7][8] - The academy uses laptops and PPTs to present topics, encouraging student participation and research [13][14] - Students present topics in groups, fostering communication, leadership, teamwork, and creativity [15][16] - Class engagement has increased to 80% with the new structure [16]

Business Transformation & Strategy - The company has transitioned from a traditional textbook publisher to a digital solutions provider for education at all levels [3][4][5] - The company augments its core material through strategic mergers and acquisitions (M&A) and organic investments to drive growth [5] - The company focuses on paid digital users as a key metric, currently boasting over 26 million paid digital users [6] AI & Technology Integration - The company leverages 19 billion data points of learning interactions annually to personalize the learning journey and improve student outcomes [7] - The company has been working with AI tools for at least 12 years, utilizing machine learning and data analytics to guide students [10] - The company views AI as a tool to enhance its educational materials and support teachers, rather than a replacement for comprehensive education [10] Market Focus - The company serves various educational markets, including K12, higher education, and the professional market [5] - The company emphasizes personalized learning to improve student outcomes by tracking progress and providing corrective actions [8]

Core Insights - K12, a brand under Stride, Inc., has received a high Index of Education Quality (IEQ) score of 327 from Cognia, surpassing the global average of 296, indicating a strong commitment to quality education [1][2] - The organization has served over 3 million students in its 25 years of operation, establishing itself as a leader in online public education and personalized learning [2][3] - K12 has been recognized with two Gold Stevie® Awards for Innovation in Education in 2025, showcasing its excellence in digital learning and innovative educational practices [3] Company Overview - Stride, Inc. is focused on redefining lifelong learning through innovative education solutions, offering services across K-12 education, career learning, and professional skills training [5] - The company operates in all 50 states and over 100 countries, demonstrating its extensive reach and commitment to diverse educational needs [5] Educational Approach - K12 emphasizes student-centered instruction and personalized support, adapting to the evolving learning landscape to meet the needs of modern students [4] - The curriculum includes advanced offerings such as STEM, Advanced Placement, dual-credit courses, industry certifications, and gamified learning experiences, aimed at fostering student engagement and success [3]

AI in Learning and Development - AI can transform learning and development for individuals and organizations [2] - AI can democratize and simplify learning, enhancing experiences for everyone [3][4] - AI can offer personalized learning experiences, filling the gaps in traditional learning methods [5][7] - Open-source AI provides accessible resources for innovation and creation [8][9] - AI should be used as a co-creator and co-pilot, not a complete replacement [12] AI Tools and Applications - Dolingo app integrates AI to provide personalized language learning feedback and simulations [12][13][14][15] - Perplexity AI serves as a research assistant for fine-tuning resources [16] - Canva AI is used for creating images, videos, and graphics [16] - Notebook LM helps structure thought processes by connecting various resources [17] - Google AI Studio is used for coding and creating prototypes [17] Challenges and Considerations - AI can hallucinate and provide incorrect responses [26] - AI can be biased if trained on non-neutral data [26] - It is important to use AI responsibly and ethically, ensuring it benefits society [24][34] - By 2030, around 50% of employees will need to reskill due to changing job requirements [35]

AI在教育领域的应用现状 - 教师是AI教育工具的主要使用者，他们利用AI来提高工作效率，尤其是在行政管理方面，如评分、反馈和课程设计[14][16] - K12教育领域对AI仍持谨慎态度，但约80%的学区已成立生成式AI团队，积极寻求和评估新技术[8] - 高等教育在AI应用方面领先，许多大学与OpenAI等公司合作，试点AI教育平台，并将其视为学生未来工作和生活必备工具[9] - 尽管AI在教育领域的应用迅速发展，但目前主要集中在辅助工具层面，如生成工作表和作业，尚未深入到核心教学环节[23][35] AI对学习效果的影响 - 评估AI在教育中效果的关键在于长期跟踪学生的学习成果，但目前AI主要在教育边缘，难以评估其独立影响[23][24] - 投资者关注用户留存率和参与度，每周使用天数是衡量产品好坏的指标，如果学生仅为完成作业而使用，参与度会下降[20][21] - Alpha School等私立学校通过全面应用AI，学生成绩显著提高，但其高成本和特殊性使其经验难以直接推广到公立学校[26][30] 未来发展趋势 - 未来一年，高等教育领域有望在AI应用方面取得显著进展，探讨大型模型公司与教育机构的合作模式[66] - 行业期待出现由AI驱动的、具有高度个性化的虚拟教师，能够根据学生的学习进度和风格进行实时调整[68][70] - 脑洞大开的短视频内容正在成为一种新的学习模式，通过优化内容和呈现方式，提高学习的趣味性和参与度[41][53] - 教材公司在AI教育的未来发展中扮演关键角色，他们需要积极创新，与AI公司合作，将AI技术融入现有内容，避免业务被蚕食[56][57]