Automation

When Agents Attack: Inside PyRIT’s Multi-Agent Orchestrator

25 December 2025·2601 words·13 mins· loading · loading

AgenticAI Automation Redteaming LLM Python Cybersecurity AI Pentest

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 .

Microsoft Agent Framework : Workflows

21 December 2025·2019 words·10 mins· loading · loading

LLM AgenticAI Python Workflows Automation AI

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.

MCP - You can run but you can't hide

6 June 2025·1233 words·6 mins· loading · loading

Automation MCP LLM MicrosoftAzure

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.