--- title: "Mira roy (@miratechAI) | Hashnode" description: "Know Everything about AI. Read the latest articles by Mira roy on Hashnode." url: "https://hashnode.com/@miratechAI" --- @miratechAI # Mira roy @miratechAI · Joined July 2025 Know Everything about AI ### [A Reference Pattern for Logging and Auditing LLM API Calls](https://ainetwork.hashnode.dev/a-reference-pattern-for-logging-and-auditing-llm-api-calls?utm_source=hashnode&utm_medium=feed) Learn how to structure LLM API audit logging for traceability, model monitoring, retention, & secure AI systems, with practical worked schema example. 6 min read · [ainetwork.hashnode.dev](https://ainetwork.hashnode.dev/a-reference-pattern-for-logging-and-auditing-llm-api-calls?utm_source=hashnode&utm_medium=feed) [Sep 30](https://hashnode.com/posts/a-reference-pattern-for-logging-and-auditing-llm-api-calls/6abce3ee12d018e35a6ce598) ### [Scoping Tool Permissions for AI Agents: A Practical Pattern](https://ainetwork.hashnode.dev/scoping-tool-permissions-for-ai-agents-a-practical-pattern?utm_source=hashnode&utm_medium=feed) AI agent permission scoping with read-only access, scoped writes, human approval, and secure tool-call logging. 6 min read · [ainetwork.hashnode.dev](https://ainetwork.hashnode.dev/scoping-tool-permissions-for-ai-agents-a-practical-pattern?utm_source=hashnode&utm_medium=feed) [3](https://hashnode.com/posts/scoping-tool-permissions-for-ai-agents-a-practical-pattern/6ab3b4d170ec6d709e69dc5a) [Sep 23](https://hashnode.com/posts/scoping-tool-permissions-for-ai-agents-a-practical-pattern/6ab3b4d170ec6d709e69dc5a) ### [Cloud Expertise That Companies Are Actively Looking For](https://ainetwork.hashnode.dev/cloud-expertise-that-companies-are-actively-looking-for?utm_source=hashnode&utm_medium=feed) Discover the most in-demand cloud skills for 2025–2026, including cloud security, DevOps, AI, and architecture to future-proof your career. 3 min read · [ainetwork.hashnode.dev](https://ainetwork.hashnode.dev/cloud-expertise-that-companies-are-actively-looking-for?utm_source=hashnode&utm_medium=feed) [Feb 5](https://hashnode.com/posts/cloud-expertise-that-companies-are-actively-looking-for/69849b9c6d39859064780fdd) ### [Earn More, Build Smarter: The AWS Associate Certification That Pays](https://ainetwork.hashnode.dev/earn-more-build-smarter-the-aws-associate-certification-that-pays?utm_source=hashnode&utm_medium=feed) The cloud is no longer the future—it’s the now. And at the centre of the cloud universe sits Amazon Web Services (AWS). If your IT career feels stuck, the AWS Certified Solutions Architect – Associate (SAA-C03) isn't just a piece of paper; it’s the k... 3 min read · [ainetwork.hashnode.dev](https://ainetwork.hashnode.dev/earn-more-build-smarter-the-aws-associate-certification-that-pays?utm_source=hashnode&utm_medium=feed) [Nov 5, 2025](https://hashnode.com/posts/earn-more-build-smarter-the-aws-associate-certification-that-pays/690b4d336de0f2fabfef4c69) ### [AWS vs Azure Certification: Salary, Demand & Job Trends in 2025](https://ainetwork.hashnode.dev/aws-vs-azure-certification-salary-demand-and-job-trends-in-2025?utm_source=hashnode&utm_medium=feed) Compare AWS vs Azure certifications in 2025. Explore salaries, demand, and career growth to choose the best cloud path for your future. 3 min read · [ainetwork.hashnode.dev](https://ainetwork.hashnode.dev/aws-vs-azure-certification-salary-demand-and-job-trends-in-2025?utm_source=hashnode&utm_medium=feed) [Oct 14, 2025](https://hashnode.com/posts/aws-vs-azure-certification-salary-demand-and-job-trends-in-2025/68ee49d853447a5b76881e69)