Welcome to my Personal blog - a space where I share insights, tips, and deep dives into IT, Cloud technologies, Data Analytics,Computer Networking, DevOps and Cybersecurity. Whether you’re here to explore the latest trends, practical guides, or advanced topics in tech and security, you’ll find content crafted from hands-on experience and a passion for all things digital. Stay curious and let’s navigate the tech world together
When Agents Attack: Inside PyRIT’s Multi-Agent Orchestrator
TLDR: This post shows how PyRIT’s executor enables practical multi-agent LLM red teaming by letting one model actively attack another. Using a local Ollama setup, I focus on the Multi-Turn strategy . where attacker, target, and scorer models are orchestrated in a loop, with scoring and stopping logic handled entirely by the executor. The result is a reproducible, extensible way to automate jailbreak discovery. ...
Microsoft Agent Framework : Workflows
TLDR: Introduces Microsoft Agent Framework (Python/.NET) and focuses on workflow orchestration. Covers agent orchestration without workflows, the motivation for explicit workflows, building blocks of workflows (executors, edges), integration with Dev UI, and how MCP tools can be part of workflows. Demonstrates workflow design (conditional routing, state handling) and contrasts with manual orchestration ...
Fabric CI/CD Simplified with Variable Libraries
TLDR : Outlines using Microsoft Fabric Variable Libraries to manage environment-specific configurations in CI/CD without mutating JSON. Walks through prerequisites (Dev/Test/Prod workspaces), CI/CD flow with Azure DevOps pipelines, design of variable libraries and automated variable resolution, limitations, and an alternative approach via ADO + fabric-cicd ...
S in MCP stands for Security - Security Mechanism in MCP framework (oAuth)
Focuses on security in MCP. Observes MCP’s expanded attack surface and need for robust auth. Describes updated MCP spec with OAuth 2.1 flows, OAuth resource server classification for MCP, dynamic client registration, PKCE enforcement, resource indicators, and JSON-RPC batching. Shows a proof-of-concept integration of MCP with Entra ID for token verification in FastMCP ...
MCP - You can run but you can't hide
TLDR: Explains the Model Context Protocol (MCP): its architecture, core components (Host App, MCP Client/Server, tools/resources), and JSON-RPC flow. Provides a proof of concept building an MCP server (Python + FastMCP) to fetch Azure inventory/recommendations, including example code and VS Code integration. Concludes MCP standardizes tool invocation but isn’t transformative yet and outlines next topics in series ...