MRMira royinainetwork.hashnode.dev·2d ago · 6 min readA Reference Pattern for Logging and Auditing LLM API CallsMost teams log application traffic. Far fewer can reconstruct exactly what happened when their application called an LLM three months ago. That distinction matters. If an auditor, security engineer, o00
MRMira royinainetwork.hashnode.dev·Sep 23 · 6 min readScoping Tool Permissions for AI Agents: A Practical PatternAI agents introduce a security problem that ordinary chatbots do not: they can take actions. A chatbot might generate a bad answer. An agent connected to tools can read files, update records, call API02RB
MRMira royinainetwork.hashnode.dev·Feb 5 · 3 min readCloud Expertise That Companies Are Actively Looking For1. Cloud Architecture & Design As more companies move systems from on-premise to the cloud, they need professionals who can plan and structure cloud environments for performance, reliability, and scalability. Key competencies include: Designing multi...00
MRMira royinainetwork.hashnode.dev·Nov 5, 2025 · 3 min readEarn More, Build Smarter: The AWS Associate Certification That PaysThe 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...00
MRMira royinainetwork.hashnode.dev·Oct 14, 2025 · 3 min readAWS vs Azure Certification: Salary, Demand & Job Trends in 2025As organizations race to move workloads to the cloud, having a robust cloud certification is almost like carrying a passport to future jobs. But when it comes to AWS vs Azure certification in 2025, which path is better suited for you? The answer depe...00
