*A technical review for engineers, solution architects, and research professionals 1. Introduction: From NLP Utilities to Cognitive Agents Generative AI and large language models (LLMs) such as GPT-4, Med-PaLM 2, BioGPT, and GatorTron are enabling a structural shift in clinical workflows. These models are capable of: Handling unstructured medical data Generating clinical content (notes, discharge…
Month: May 2025
Multi-Agent Systems in Microsoft Copilot Studio: How AI Learns to Delegate
Why One AI Is No Longer Enough When Microsoft first launched Copilot, it was a single assistant — smart and fast, but still just one. But what happens when there are too many tasks, and one neural network isn’t enough? Microsoft’s answer: multi-agent systems. Now, agents in Copilot Studio can delegate tasks to one another,…
Enterprise HR Portal Authentication with Microsoft Entra ID Using Application Identity (10,000+ Employees)
# that is not an real project (non real company non ral portal) and just a fun idea to do something best of the best according of Microsoft tech (at least why not?) So let’s go! In modern corporate systems (especially for companies with 10,000+ employees), secure and scalable authentication is critical. This article demonstrates…
OWASP Top 10 and Microsoft: Practical Implementation Guide
A01: Broken Access Control The Problem: Users gain access to resources or functions they shouldn’t have access to.Microsoft Solutions: ASP.NET Core: Use the [Authorize] attribute and policies: csharp [Authorize(Roles = “Admin”)] public IActionResult AdminDashboard() => View(); Claims-based Authorization: Base access on user claims like Department = HR. Azure RBAC and NSG: Assign roles at the…
How do I get started with Azure for deploying a basic web application
That is an Question from a life and from portal Microsoft Q&A So let’s answer to: First things first u gotta have an azure account. if u don’t have one yet, no worries, they even give u free credits to start playing around. just head to the azure free account page and sign up. ok, now…
Mastering Security in Microsoft Entra ID (MFA, Conditional Access, Identity Protection)
Microsoft Entra ID (formerly Azure Active Directory) is the cornerstone of secure identity management in Microsoft 365 and Azure environments. It delivers comprehensive protection through Multi-Factor Authentication (MFA), Conditional Access (CA) policies, and Identity Protection (IP). This article provides an in-depth technical perspective suitable for scientific and enterprise-grade IAM implementations. 
Multi-Factor Authentication (MFA) What…
When Daffy Ducks the Rules: A Cartoon Guide to OWASP A2 – Broken Authentication
Cybersecurity doesn’t have to be dry. Sometimes, a couple of wisecracking cartoon characters can teach you more about authentication flaws than a 300-page manual. Let’s talk about one of the most common web security risks — Broken Authentication, also known as OWASP Top 10 – A2 — through the antics of Bugs Bunny and Daffy…
Implementing Azure Cognitive Services: Architectural Principles, Security, and Performance
So let’s talk about Azure Cognitive Services, it is a suite of Microsoft cloud-based APIs that allows developers to integrate AI capabilities such as image recognition, speech processing, and text analytics into applications without the need to build or train models. This article explores the architectural structure, scalability, authentication mechanisms, performance benchmarks, and real-world use…
Step-by-Step Guide to Configuring NSGs (Network Security Groups) in Azure
Introduction Security in the cloud starts with properly configured network access rules. In Azure, Network Security Groups (NSG) act like a firewall that controls inbound and outbound traffic to resources within a virtual network. Think of NSGs as access lists that say: “Who can talk to what, on which ports.” 
When Do You Need…
Microsoft Research? They’ve been cooking up some wild stuff lately in AI.
First up, Orca 2. no, it’s not a killer whale, though it definitely kills in performance. It’s a compact large language model, trained to mimic the reasoning and dialogue of way bigger models — but on a budget. Think ChatGPT-4’s little cousin who watched everything the big one did and learned to throw punches just…