AutoGen agent-to-agent conversations turn individual AI agents into collaborative workflows. Learn how to design agent responsibilities, communication contracts, context handoffs, validation, sequential…

Shahnawaz Khan Aug 9, 2026 57 min read

Reliable AutoGen AI agent architecture with instructions context validation security and observability

AI Developer Tools

AutoGen AI Agent: Build Your First AI Agent From Scratch

An AutoGen AI agent is more than a model wrapped in Python. Learn how to design, evaluate, validate, observe, and secure reliable…

Shahnawaz Khan Aug 9, 2026 55 min read

AutoGen installation and setup for Python AI agent development

AI Developer Tools

AutoGen Installation and Setup: Prepare Your AI Agent Development Environment

AutoGen installation is only the beginning. Learn how to build a reliable Python development environment with virtual environments, dependencies, configuration, secure API…

Shahnawaz Khan Aug 9, 2026 51 min read

AutoGen AI agents and multi-agent architecture for building intelligent AI applications

AI Developer Tools

What is AutoGen and Why Multi-Agent AI Changes Everything

AutoGen is a framework for building AI-agent applications and multi-agent systems. Learn what AutoGen is, how AI agents work, why multiple agents…

Shahnawaz Khan Aug 8, 2026 64 min read

Claude Code agentic coding workflow with AI coding agent, repository analysis, testing, debugging and code review

AI Developer Tools

Claude Code Agentic Coding: Advanced Agentic Coding Workflows for Real-World Projects

Claude Code is evolving beyond code generation into agentic software engineering. Learn how to build controlled workflows for repository exploration, planning, implementation,…

Shahnawaz Khan Aug 8, 2026 40 min read

MCP Elicitation workflow showing user input, validation, authorization, and AI agent Tool execution

AI & Agentic Engineering

MCP Client Capabilities Explained: Roots, Sampling, Elicitation and Experimental Features

MCP Elicitation enables safer AI agents by requesting user input, validating decisions, and controlling high-impact MCP actions.

Shahnawaz Khan Aug 8, 2026 48 min read

MCP Roots vs Resources vs Tools architecture showing AI agent scope data and executable capabilities

AI & Agentic Engineering

MCP Roots vs Resources vs Tools: 7 Powerful Data Access Patterns Every AI Engineer Must Master

MCP Roots vs Resources vs Tools explains the practical difference between scope, information, and executable capabilities in production MCP servers, including security,…

Shahnawaz Khan Aug 8, 2026 46 min read

MCP Roots security architecture showing workspace validation, path protection, AI context and MCP server controls

AI & Agentic Engineering

MCP Roots Explained: Powerful and Secure Filesystem Access for AI Agents

Learn MCP Roots security with 7 powerful lessons covering path validation, permissions, root changes, AI context, RAG, tools, and safe filesystem access.

Shahnawaz Khan Aug 8, 2026 42 min read