--- title: "#role articles | Hashnode" description: "Explore 19 articles tagged #role on Hashnode. Tutorials, guides, and how-tos from the community." url: "https://hashnode.com/tag/role" --- Tag # #role 19 posts · 2 followers [Aditya Gupta](https://hashnode.com/@adiyogiarts) · [Apr 1](https://hashnode.com/posts/the-pervasive-role-and-hidden-limitations-of-softm/69ccefed348dc3fe2a3f7a61) ### [The Pervasive Role and Hidden Limitations of Softmax](https://adiyogiarts.hashnode.dev/the-pervasive-role-and-hidden-limitations-of-softm?utm_source=hashnode&utm_medium=feed) Originally published at adiyogiarts.com THE CRITICAL EDITION Normalization as Scholarship: The Softmax Critical Edition Just as V.S. Sukthankar initiated one of the most ambitious projects of scholarship in 1919, assembling a team comprising dozens ... 6 min read · [adiyogiarts.hashnode.dev](https://adiyogiarts.hashnode.dev/the-pervasive-role-and-hidden-limitations-of-softm?utm_source=hashnode&utm_medium=feed) [Jeevani Singireddy](https://hashnode.com/@JeevaniSingireddy) · [Aug 4, 2025](https://hashnode.com/posts/pay-checks-and-predictions-ais-role-in-payroll-and-financial-decision-making/689048f9c5f2f63c93ca24b4) ### [Pay checks and Predictions: AI's Role in Payroll and Financial Decision-Making](https://jeevanisingreddy.hashnode.dev/pay-checks-and-predictions-ais-role-in-payroll-and-financial-decision-making?utm_source=hashnode&utm_medium=feed) In the rapidly evolving world of business and finance, artificial intelligence (AI) is no longer a futuristic concept—it is an active agent transforming core operations across industries. Among these, payroll processing and financial decision-making ... 4 min read · [jeevanisingreddy.hashnode.dev](https://jeevanisingreddy.hashnode.dev/pay-checks-and-predictions-ais-role-in-payroll-and-financial-decision-making?utm_source=hashnode&utm_medium=feed) [Jeevani Singireddy](https://hashnode.com/@JeevaniSingireddy) · [Jun 19, 2025](https://hashnode.com/posts/financial-literacy-and-its-role-in-wealth-accumulation/6853abf7c378bf598c882fc5) ### [Financial Literacy and Its Role in Wealth Accumulation](https://jeevanisingreddy.hashnode.dev/financial-literacy-and-its-role-in-wealth-accumulation?utm_source=hashnode&utm_medium=feed) In an increasingly complex global economy, financial literacy has emerged as a crucial determinant of individual and household financial well-being. Defined as the ability to understand and effectively use various financial skills, including personal... 4 min read · [jeevanisingreddy.hashnode.dev](https://jeevanisingreddy.hashnode.dev/financial-literacy-and-its-role-in-wealth-accumulation?utm_source=hashnode&utm_medium=feed) [Chandrashekhar Pandugula](https://hashnode.com/@chandrapandugula) · [Apr 23, 2025](https://hashnode.com/posts/therapeutic-machines-the-role-of-ai-in-modern-mental-health-care/6808d39758344c4a726d86e9) ### [Therapeutic Machines: The Role of AI in Modern Mental Health Care](https://chandrashekarpandugula.hashnode.dev/therapeutic-machines-the-role-of-ai-in-modern-mental-health-care?utm_source=hashnode&utm_medium=feed) In recent years, artificial intelligence (AI) has transitioned from a niche innovation to a transformative force across many sectors. One of the most profound and emerging applications is in the realm of mental health care. AI-powered therapeutic too... 4 min read · [chandrashekarpandugula.hashnode.dev](https://chandrashekarpandugula.hashnode.dev/therapeutic-machines-the-role-of-ai-in-modern-mental-health-care?utm_source=hashnode&utm_medium=feed) [Danny Steenman](https://hashnode.com/@dannysteenman) · [Jul 30, 2023](https://hashnode.com/posts/aws-cdk-composite-principal/695439d70d80a6e42acc08a2) ### [Designing a Multi-Principal IAM Role using AWS CDK](https://towardsthecloud.hashnode.dev/aws-cdk-composite-principal?utm_source=hashnode&utm_medium=feed) Learn how to create an AWS IAM role assumable by multiple principals (e.g., services like EC2 and DynamoDB) using AWS CDK's CompositePrincipal or addPrincipals method. 6 min read · [towardsthecloud.hashnode.dev](https://towardsthecloud.hashnode.dev/aws-cdk-composite-principal?utm_source=hashnode&utm_medium=feed) [Danny Steenman](https://hashnode.com/@dannysteenman) · [Nov 3, 2022](https://hashnode.com/posts/amazon-ecs-task-role-vs-execution-role/695439fb09e53959255b0b42) ### [ECS Task Role vs Execution Role: Key Differences Explained](https://towardsthecloud.hashnode.dev/amazon-ecs-task-role-vs-execution-role?utm_source=hashnode&utm_medium=feed) Task roles let containers call AWS APIs (S3, SNS). Execution roles let ECS agents pull images and push logs. Learn when to use each with IAM examples. 3 min read · [towardsthecloud.hashnode.dev](https://towardsthecloud.hashnode.dev/amazon-ecs-task-role-vs-execution-role?utm_source=hashnode&utm_medium=feed)