Claude 3.5 Sonnet: The Next Generation of AI from Anthropic

Claude 3.5 Sonnet, the latest offering from Anthropic, is redefining industry standards for intelligence, speed, and cost-effectiveness in AI models. Available for free on Claude.ai, the Claude iOS app, and through the Anthropic API, Amazon Bedrock, and Google Cloud's Vertex AI, Claude 3.5 Sonnet showcases Anthropic's commitment to making advanced AI tools accessible to a broader audience. With unparalleled performance and lightning-fast processing, this model excels in both language and vision tasks, setting new benchmarks in AI capabilities. By integrating cutting-edge features like Artifacts and Projects, Claude 3.5 Sonnet not only enhances productivity but also fosters innovative human-AI collaboration, pushing the boundaries of what AI can achieve.

This latest iteration of Claude demonstrates significant improvements in contextual understanding and reasoning capabilities, allowing it to tackle complex problems across various domains with unprecedented accuracy. Its enhanced vision capabilities enable it to analyze and interpret visual data with remarkable precision, opening up new possibilities in fields such as medical imaging, autonomous systems, and visual content creation. Furthermore, Claude 3.5 Sonnet's ability to maintain coherence over extended conversations and its expanded knowledge base make it an invaluable tool for researchers, educators, and professionals seeking to leverage AI for advanced problem-solving and creative tasks.

Key Takeaways: Claude 3.5 Sonnet outshines competitor models, including its predecessor Claude 3 Opus, with unparalleled performance and twice the processing speed, making it ideal for complex, time-sensitive tasks. It sets new benchmarks in visual reasoning and introduces Artifacts, a feature that transforms user interaction with AI-generated content. Despite its advanced capabilities, Claude 3.5 Sonnet maintains a high standard of safety and privacy, rated at ASL-2.

Claude 3.5 Sonnet: Pushing the Boundaries of AI with Frontier Intelligence

Claude 3.5 Sonnet is not just another incremental improvement in AI technology; it represents a significant leap forward in the field. This advanced model is setting new industry benchmarks across a wide spectrum of cognitive tasks, from graduate-level reasoning (GPQA) and undergraduate-level knowledge (MMLU) to coding proficiency (HumanEval). What sets Claude 3.5 Sonnet apart is its exceptional ability to grasp and navigate complex, nuanced instructions while maintaining a natural, relatable communication style. Whether it's crafting high-quality, engaging content or deciphering intricate humor, Claude 3.5 Sonnet demonstrates a level of intelligence that closely mimics human understanding.

One area where Claude 3.5 Sonnet truly shines is in its coding capabilities. In an internal agentic coding evaluation, this model successfully solved 64% of the presented problems, a significant improvement over Claude 3 Opus's 38% success rate. When equipped with the necessary tools, Claude 3.5 Sonnet can autonomously write, edit, and execute code, exhibiting advanced reasoning and troubleshooting skills. This opens up a world of possibilities for developers and businesses looking to streamline their coding processes and tackle complex programming challenges with greater efficiency.

The impressive capabilities of Claude 3.5 Sonnet are not just anecdotal; they are backed by rigorous benchmark results. In head-to-head comparisons with leading competitor models such as GPT-4, GPT-4o, and Gemini 1.5, Claude 3.5 Sonnet consistently outperforms across a diverse set of tasks. From demonstrating expert-level knowledge (MMLU) and graduate-level reasoning (GPQA) to solving math word problems (GSM8K) and generating high-quality code (HumanEval), this model is setting a new standard for AI performance.

Claude 3.5 Sonnet: Pioneering Breakthroughs in Computer Vision

Anthropic's commitment to advancing AI technology extends beyond language processing and into the realm of computer vision. With Claude 3.5 Sonnet, they have achieved a significant milestone in visual understanding, surpassing the already impressive capabilities of Claude 3 Opus on standard vision benchmarks. The enhancements in Claude 3.5 Sonnet's vision capabilities are particularly evident in tasks that require visual reasoning, such as interpreting complex charts, graphs, and diagrams. This opens up new possibilities for industries that rely heavily on visual data analysis, enabling them to extract valuable insights more efficiently and accurately.

One practical application of Claude 3.5 Sonnet's advanced vision capabilities is its ability to accurately transcribe text from imperfect or low-quality images. This feature has far-reaching implications for industries such as retail, logistics, and financial services, where extracting information from images, graphics, or illustrations can be just as crucial as analyzing textual data. By leveraging Claude 3.5 Sonnet's visual prowess, businesses in these sectors can unlock previously inaccessible insights and make more informed decisions based on a comprehensive analysis of all available data, regardless of its format.

The potential applications of Claude 3.5 Sonnet's state-of-the-art vision capabilities are vast and diverse. From automating quality control processes in manufacturing by analyzing product images to enhancing medical diagnosis by interpreting X-rays and MRI scans, this model has the potential to revolutionize how industries approach visual data. As businesses continue to generate and rely on an ever-increasing amount of visual information, tools like Claude 3.5 Sonnet will become increasingly essential for staying competitive and making data-driven decisions.

Artifacts: Redefining Human-AI Collaboration with Claude 3.5 Sonnet

Alongside the launch of Claude 3.5 Sonnet, Anthropic has introduced a groundbreaking new feature called Artifacts. This innovative addition to the Claude platform fundamentally transforms how users interact with and leverage AI-generated content. With Artifacts, when a user prompts Claude to generate content such as code snippets, text documents, or website designs, the resulting output appears in a dedicated window adjacent to the main conversation. This side-by-side view creates a seamless, dynamic workspace where users can view, edit, and build upon Claude's creations in real-time.

The implications of Artifacts are far-reaching, as it enables users to effortlessly integrate AI-generated content into their projects and workflows. For developers, this means being able to rapidly prototype and iterate on code, with Claude providing intelligent suggestions and real-time feedback. Designers can use Artifacts to collaboratively create and refine website layouts, with Claude generating design elements and styles on the fly. Writers and content creators can work alongside Claude to draft, edit, and polish their work, leveraging the AI's natural language understanding to enhance their storytelling.

But Artifacts is more than just a productivity tool; it represents a fundamental shift in how we perceive and interact with AI. By providing a shared workspace where human and machine intelligence can collaborate seamlessly, Artifacts is blurring the lines between creator and tool, opening up new possibilities for co-creation and ideation. This marks a significant step in Claude's evolution from a conversational AI to a true creative partner, capable of understanding and adapting to the user's intent and style.

Looking ahead, Anthropic envisions Artifacts as the foundation for a more expansive, collaborative AI ecosystem. In the near future, Claude.ai will support team collaboration features, allowing groups of users to work together in a shared workspace, with Claude serving as an on-demand teammate. This has the potential to revolutionize how teams approach problem-solving, brainstorming, and project management, leveraging the collective intelligence of human and machine minds.

As AI continues to advance and integrate into our daily lives and work, features like Artifacts will play a crucial role in shaping how we interact with and benefit from these powerful technologies. By providing a more intuitive, collaborative interface for engaging with AI, Anthropic is not only pushing the boundaries of what's possible with language models but also redefining the very nature of human-machine interaction.

Quantifying Excellence: Claude 3.5 Sonnet's Impressive Performance in Human Evaluation Tests

While benchmark results offer valuable quantitative measures of an AI model's performance, they don't always capture the nuances of real-world interactions. To gain a deeper understanding of Claude 3.5 Sonnet's capabilities, Anthropic conducted extensive human evaluation tests. Human raters engaged in freeform conversations with the model, assessing its performance on various tasks using specific criteria.

The results were impressive, with Claude 3.5 Sonnet significantly outperforming its predecessor, Claude 3 Opus, across multiple domains. In the legal field, it achieved an 82% win rate, demonstrating its ability to navigate complex legal concepts and provide accurate information. In finance, the model exhibited a 73% win rate, showcasing its proficiency in analyzing financial data and offering insightful recommendations.

Claude 3.5 Sonnet's performance in philosophy was particularly notable, achieving a 73% win rate. This highlights the model's capacity for deep, abstract reasoning and its ability to engage in nuanced philosophical discussions, pushing the boundaries of AI capabilities.

These evaluations validate Claude 3.5 Sonnet's superior performance and versatility across various industries. From legal advice and financial analysis to philosophical discourse, the model tackles complex, specialized tasks previously thought to be exclusive to human experts.

The tests also provided insights into how users perceive Claude 3.5 Sonnet's responses. Beyond raw performance metrics, factors such as clarity, coherence, and relevance are crucial in determining its real-world utility. By excelling in these areas, Claude 3.5 Sonnet demonstrates its ability to communicate effectively and provide genuinely helpful responses.

As AI continues to evolve, human evaluation tests are essential for understanding how models perform in practical scenarios. The impressive results achieved by Claude 3.5 Sonnet validate Anthropic's approach to AI development and set a new standard for cutting-edge language models.

आप AI एंथ्रोपिक क्लाउड और के नवीनतम संस्करण के साथ अपनी व्यावसायिक प्रक्रियाओं को कैसे स्वचालित कर सकते हैं Latenode

एंथ्रोपिक के क्लाउड के साथ Latenode का सहज एकीकरण उपयोगकर्ताओं को अपने स्वयं के बुनियादी ढांचे पर मॉडल को तैनात करने की जटिलता के बिना संवादी एआई की क्षमता का लाभ उठाने के लिए एक मजबूत उपकरण प्रदान करता है। प्लेटफ़ॉर्म का सहज दृश्य संपादक क्लाउड को API के माध्यम से अन्य प्रणालियों के साथ एकीकृत करने की प्रक्रिया को सरल बनाता है, जिससे व्यवसायों को AI की परिष्कृत भाषा समझ और उत्पादन क्षमताओं को अपनी स्वचालन प्रक्रियाओं में आसानी से शामिल करने की अनुमति मिलती है। उपयोग करके Latenode , उपयोगकर्ता क्लाउड की शक्तिशाली एआई विज़न क्षमताओं, कार्य स्वचालन, अनुसंधान सहायता, डेटा विश्लेषण और बहुत कुछ सहित सुविधाओं तक आसानी से पहुँच सकते हैं। एकीकरण उपयोगकर्ताओं को उनकी विशिष्ट आवश्यकताओं और बजट के आधार पर क्लाउड के विभिन्न संस्करणों के बीच सहजता से स्विच करने में सक्षम बनाता है। उदाहरण के लिए, टेलीग्राम चैटबॉट के लिए एक सरल स्क्रिप्ट बनाना जो प्रश्नों के उत्तर उत्पन्न करता है, सीधा है। 

स्क्रिप्ट इस प्रकार दिखती है:

और यहां इस परिदृश्य का परिणाम है, जहां पहले से ही बनाया गया चैटबॉट Latenode हमें दिए गए प्रश्न का उत्तर देता है:

आप इस स्क्रिप्ट और इसके साथ एकीकरण के बारे में अधिक जान सकते हैं Latenode इस लेख में। Latenode कुछ प्रमुख लाभ प्रदान करता है:

• उपयोग में आसानी: Latenode एआई एंथ्रोपिक के साथ एकीकरण एआई का उपयोग करने की प्रक्रिया को सरल बनाता है, जिससे गैर-तकनीकी उपयोगकर्ताओं के लिए अपनी ज़रूरत की एआई क्षमताओं तक पहुँचना और समझना आसान हो जाता है। इससे व्यवसायों को व्यापक तकनीकी विशेषज्ञता की आवश्यकता के बिना, एआई समाधानों को तेज़ी से और आसानी से अपनाने में मदद मिल सकती है।
• लचीला मूल्य निर्धारण: Latenode के एकीकरण से उपयोगकर्ताओं को एंथ्रोपिक क्लाउड के विभिन्न संस्करणों के बीच चयन करने की सुविधा मिलती है, जिनकी लागत और विशेषताएं अलग-अलग होती हैं, जिससे यह व्यवसायों और व्यक्तियों के लिए अधिक सुलभ और किफायती विकल्प बन जाता है।
• व्यापक एआई समाधान: Latenode 'एआई एंथ्रोपिक क्लाउड का एकीकरण उपयोगकर्ताओं को जटिल कार्यों से लेकर सरल प्रश्नों तक एआई क्षमताओं की एक विस्तृत श्रृंखला तक पहुंच प्रदान करता है, जिससे यह एक बहुमुखी और शक्तिशाली एआई प्लेटफॉर्म बन जाता है।
• अनुकूलन : साथ में Latenode के एकीकरण के साथ, उपयोगकर्ता क्लाउड को अपनी विशिष्ट आवश्यकताओं को पूरा करने के लिए अनुकूलित कर सकते हैं, जिससे उन्हें अपने व्यावसायिक लक्ष्यों और उद्देश्यों के साथ संरेखित अनुरूप AI समाधान बनाने की अनुमति मिलती है।

और यहाँ इस परिदृश्य का परिणाम है, जहाँ पहले से ही बनाया गया चैटबॉट Latenode हमें दिए गए प्रश्न का उत्तर देता है:

यदि आपको अपनी स्वयं की स्क्रिप्ट बनाने के बारे में सहायता या सलाह की आवश्यकता है या यदि आप इसे दोहराना चाहते हैं, तो हमारे डिस्कॉर्ड समुदाय से संपर्क करें, जहां लो-कोड स्वचालन विशेषज्ञ स्थित हैं।

Anthropic's Steadfast Commitment to AI Safety and Privacy

As AI technologies become increasingly powerful and pervasive, the importance of ensuring their safety and responsible development cannot be overstated. Anthropic has long been at the forefront of this conversation, advocating for a proactive, multi-stakeholder approach to AI safety. With the release of Claude 3.5 Sonnet, they have once again demonstrated their unwavering commitment to developing AI systems that are not only highly capable but also safe, transparent, and aligned with human values.

Despite Claude 3.5 Sonnet's advanced capabilities, Anthropic has implemented extensive safety measures. The model has undergone rigorous testing and training to mitigate misuse, including safeguards against harmful, biased, or misleading content. Red teaming assessments, which simulate adversarial attempts to exploit the model, confirmed Claude 3.5 Sonnet's low risk of catastrophic harm, maintaining an Anthropic Safety Level 2 (ASL-2) rating.

Anthropic also collaborates with external experts for safety evaluations. The model was independently assessed by the UK's Artificial Intelligence Safety Institute (UK AISI) and findings were shared with the US AI Safety Institute (US AISI), promoting a cross-border approach to AI safety.

Anthropic's commitment extends to privacy. They do not train generative models on user-submitted data without explicit consent, ensuring user privacy and preventing bias from personal information.

The release of Claude 3.5 Sonnet represents a milestone in developing safe, responsible, and trustworthy AI systems. By prioritizing safety and privacy alongside performance, Anthropic is setting a new industry standard, aiming for a future where powerful AI technologies benefit humanity while mitigating risks.

As AI continues to evolve, maintaining a commitment to safety, transparency, and ethical development is crucial. Anthropic's approach with Claude 3.5 Sonnet serves as a model for balancing innovation with responsibility, ensuring these transformative technologies are safe, secure, and aligned with societal values.

Unleashing the Power of Claude 3.5 Sonnet: From App Development to Document Analysis

Claude 3.5 Sonnet opens a new chapter in AI-driven innovation, bringing enhanced language understanding, advanced reasoning, and code generation capabilities to the forefront. This model is designed to streamline various complex tasks, making it a valuable tool for developers, legal professionals, researchers, and businesses alike. Whether it's building interactive applications or interpreting dense documents, Claude 3.5 Sonnet provides intelligent solutions that save time and resources while enhancing productivity and creativity.

Building Apps with Claude 3.5 Sonnet

Claude 3.5 Sonnet revolutionizes app development with its advanced language understanding, reasoning capabilities, and code generation. It streamlines the development process by allowing rapid prototyping and iteration without extensive manual coding, saving time and resources.

For example, to create a "Blog Dashboard" application, developers can provide Claude 3.5 Sonnet with a CSV file containing blog metadata. The model can process and analyze the data, generate visualizations like charts and graphs, and create an intuitive user interface with search and filtering functionalities. It can also add interactive elements, such as clickable tags and timelines.

Beyond data visualization, Claude 3.5 Sonnet can offer advanced features like content recommendations, automatic summarization of articles, and generation of new blog post ideas. Its flexibility across various programming languages and platforms ensures consistent, intelligent user experiences on desktops, mobile devices, and smart home assistants.

As AI advances, tools like Claude 3.5 Sonnet will be crucial in automating routine tasks, providing intelligent insights, and enabling natural interactions between users and software, leading to smarter, more intuitive applications.

Using Claude 3.5 Sonnet to Interpret Documents

Claude 3.5 Sonnet excels at processing and interpreting complex documents like research papers, legal contracts, and technical manuals. With its large context window and advanced language understanding, it can quickly digest lengthy texts and extract valuable insights.

For example, in highly technical research papers, Claude 3.5 Sonnet can generate accessible summaries, highlight key sections, and explain complex concepts. It can also create dynamic, visual representations of research, such as interactive timelines and data visualizations, enhancing engagement and understanding.

Beyond academia, Claude 3.5 Sonnet can analyze legal contracts, identifying key clauses and potential risks, saving legal professionals hours of manual review. In business, it can process customer feedback, identifying themes and insights to inform data-driven decisions.

As information complexity grows, Claude 3.5 Sonnet will become essential for making sense of unstructured data, transforming how we interact with and learn from complex documents.

AI-Powered Education: Transforming Learning with Claude 3.5 Sonnet

The advent of powerful AI tools like Claude 3.5 Sonnet has significant implications for education. Features like Artifacts and Projects hint at a future where AI is seamlessly integrated into learning, enhancing content delivery and skill development.

Claude 3.5 Sonnet can create interactive, personalized learning experiences. For instance, it can generate an interactive timeline for a history lesson, allowing students to explore events at their own pace. In language arts, it can provide personalized writing feedback, helping students improve grammar, syntax, and coherence.

The model can also create immersive simulations, such as developing marketing strategies for a virtual company in a business course. This hands-on approach helps students apply knowledge in realistic scenarios.

AI tools like Claude 3.5 Sonnet foster essential 21st-century skills, such as critical thinking, problem-solving, and digital literacy. They bridge the gap between academic learning and real-world applications, preparing students for modern workforce challenges.

However, integrating AI into education poses challenges, including ensuring equal access and training educators to use these tools effectively. Despite these challenges, the potential benefits of AI in education are immense. By working together, educators, policymakers, and technology providers can harness AI's potential to enhance learning experiences and prepare students for an AI-driven world.

Empowering Users with Claude Projects: Personalized AI Chatbots for Every Domain

Anthropic has introduced Claude Projects, a feature allowing subscribers to create and share custom-trained chatbots using their own data. This enables businesses, organizations, and individuals to develop personalized, domain-specific conversational agents.

Claude Projects allows users to train models on substantial amounts of user-provided data, thanks to a 200k token context window. Users can upload information such as product documentation, customer support logs, research papers, and industry reports to create highly accurate, context-aware chatbots tailored to their specific needs.

For instance, a "Blog Assistant" chatbot for a technology news site could analyze trends, generate new article ideas, and provide personalized reading recommendations. In customer service, chatbots could offer instant, accurate responses based on product documentation and FAQs. In healthcare, chatbots could help patients navigate insurance policies and schedule appointments. Educational institutions could create virtual tutors using lecture notes and textbooks.

Claude Projects democratizes access to powerful AI, allowing users to leverage their domain expertise to create impactful solutions. While ensuring accuracy, fairness, and safety is crucial, the potential of custom-trained chatbots to transform industries is immense.

The introduction of Claude Projects marks a significant step forward in AI technology, fostering a new era of personalized, data-driven AI assistance that can improve lives and enhance various industries.

Claude 3.5 Sonnet vs. GPT: A Comparative Analysis of Language AI Frontrunners

Comparing Anthropic's Claude 3.5 Sonnet with OpenAI's GPT models, particularly GPT-4 and GPT-4o, reveals key differences in their capabilities. Claude 3.5 Sonnet consistently outperforms GPT models across various benchmarks, including knowledge, reasoning, language understanding, and coding ability. Users report that Claude 3.5 Sonnet provides more coherent, relevant, and insightful responses, thanks to its advanced reasoning capabilities and ability to maintain context over longer exchanges.

A significant advantage of Claude 3.5 Sonnet is its expansive 200k token context window, allowing it to process and retain more information from conversations or documents, which is particularly beneficial for analyzing long-form content or complex topics. This capability surpasses most GPT models and enables more accurate and contextually relevant responses.

However, GPT models may excel in areas like multilingual processing or specific niche domains due to extensive training data and fine-tuning. The choice between Claude 3.5 Sonnet and GPT models ultimately depends on individual needs and preferences. Both models represent significant advancements in AI, with the potential to transform how we interact with information and make decisions.

As AI technology evolves, it will be crucial for researchers, developers, and users to harness these capabilities responsibly to benefit society.

Exciting Horizons: Anthropic's Roadmap for the Future of Language AI

Anthropic's roadmap for the future of language AI is filled with exciting developments. The full Claude 3.5 model family, including Claude 3.5 Haiku and Claude 3.5 Opus, will soon join Claude 3.5 Sonnet, offering various balances of speed, context length, and output quality to meet diverse needs. Claude Haiku will excel at tasks requiring fast responses, like chatbots and real-time translation, while Claude 3.5 Opus will handle complex tasks, such as analyzing unstructured data and generating long-form content.

Anthropic is also developing new features like memory, allowing Claude models to remember and build upon previous interactions for more personalized and efficient responses. The company aims to create a multimodal AI system that integrates language, vision, audio, and other inputs. Additionally, Anthropic is working on making Claude's capabilities more accessible through new APIs, SDKs, and plugins, democratizing AI technology for various industries.

They remain committed to responsible AI development, prioritizing safety, ethics, and transparency. As AI systems like Claude become more powerful, Anthropic's focus on innovation and ethical practices will shape the future of this transformative technology. The future looks brighter than ever for users, developers, and organizations worldwide, thanks to these advancements.

निष्कर्ष

In conclusion, Claude 3.5 Sonnet represents a major milestone in AI development, offering advanced language understanding, reasoning capabilities, and content generation that can transform various aspects of our lives. As we embrace this new era of AI-driven innovation, it is crucial to ensure its responsible and ethical deployment for the benefit of all.

Key points:

• Claude 3.5 Sonnet sets new benchmarks for AI performance and versatility, with the potential to revolutionize industries and enhance human creativity.
• Anthropic's commitment to democratizing access to cutting-edge AI through features like Artifacts and Claude Projects empowers users to harness language AI for their unique needs.
• Addressing challenges related to equity, bias, and misuse will require collaboration among AI researchers, policymakers, industry leaders, and the public.

Despite the challenges, the potential benefits of AI technologies like Claude 3.5 Sonnet are immense. By working together across disciplines and following Anthropic's lead in prioritizing innovation, ethics, and social responsibility, we can ensure that advanced language AI drives positive change and improves lives on a global scale. As we welcome this new chapter in AI, let us approach it with curiosity, thoughtfulness, and a commitment to harnessing its power for the greater good, ushering in a new age of understanding, creativity, and human flourishing.

सामान्य प्रश्न

What is Claude 3.5 Sonnet? 

Claude 3.5 Sonnet is a state-of-the-art AI model developed by Anthropic. It is part of the Claude 3.5 model family and offers advanced natural language processing capabilities, setting new benchmarks for performance, speed, and cost-effectiveness.

How does Claude 3.5 Sonnet compare to other AI models? 

Claude 3.5 Sonnet outperforms many leading AI models, including GPT-4 and GPT-4o, across a wide range of benchmarks and real-world tasks. It excels in areas such as reasoning, knowledge retention, language understanding, and content generation.

What are some key features of Claude 3.5 Sonnet?

Claude 3.5 Sonnet offers several advanced features, including a large context window of 200k tokens, state-of-the-art vision capabilities, and the ability to generate interactive "artifacts" such as code snippets, documents, and web designs.

How can I access and use Claude 3.5 Sonnet? 

Claude 3.5 Sonnet is available for free on the Claude.ai website and iOS app. Paid subscribers can access higher usage limits. The model is also accessible through the Anthropic API, Amazon Bedrock, and Google Cloud's Vertex AI.

What are some potential applications of Claude 3.5 Sonnet? 

Claude 3.5 Sonnet can be used for a wide range of applications, including content creation, data analysis, code generation, personalized education, customer support, and more. Its versatility makes it a powerful tool for businesses, researchers, and developers alike.

How does Anthropic ensure the safety and responsible development of its AI models? 

Anthropic is committed to developing safe and ethical AI systems. Claude 3.5 Sonnet has undergone extensive testing and safety evaluations, and the company engages with external experts to continuously refine its safety measures. Anthropic also prioritizes transparency and maintains strict privacy standards.

What can we expect from Anthropic in the future? 

Anthropic has an exciting roadmap for the future, with plans to release additional models in the Claude 3.5 family (Haiku and Opus), as well as new features like memory and multimodal capabilities. The company is dedicated to pushing the boundaries of AI while prioritizing safety, ethics, and positive societal impact.