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LLM Engineering

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AutoGen Assistant Agent production architecture for reliable AI automation
AI Developer Tools
AutoGen Assistant Agent: Building Your First AI-Powered Assistant

Learn how to design a reliable AutoGen Assistant Agent with controlled tools, structured outputs, risk-based autonomy, human approval, testing, failure recovery, observability,…

Shahnawaz Khan Aug 9, 2026 49 min read
AutoGen User Proxy Agent human-in-the-loop AI QA workflow
AI Developer Tools
AutoGen User Proxy Agents: Connect Humans With AI Workflows

AutoGen User Proxy Agent enables AI systems to combine autonomous agent workflows with human judgment. Learn approval patterns, risk controls, tool governance,…

Shahnawaz Khan Aug 9, 2026 62 min read
AutoGen agent-to-agent conversations multi-agent workflow architecture
AI Developer Tools
AutoGen Agent-to-Agent Conversations: How AI Agents Communicate

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
n8n 2.33.7 QA testing task runner health and workflow upgrade strategy
Tool News
n8n 2.33.7 Released: Critical QA Fixes, Testing & Upgrade Guide

n8n 2.33.7 introduces fixes for task runner health checks, display-option dependencies, and editor dropdown behavior. This guide explains what QA Engineers and…

Shahnawaz Khan Aug 8, 2026 41 min read
CrewAI 1.15.13 QA testing and AI agent upgrade strategy for enterprise applications
Tool News
CrewAI 1.15.13 Released — Powerful Stability, Correctness, Observability, and Security Upgrade Guide

CrewAI 1.15.13 introduces fixes for LiteLLM provider preservation, LLM event handling, Anthropic token usage, and an updated h2 dependency. This guide explains…

Shahnawaz Khan Aug 8, 2026 43 min read
MCP Elicitation workflow showing user input, validation, authorization, and AI agent Tool execution
AI & Agentic Engineering
DAY 16: 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