6 min read
Microsoft Agent Framework in .NET: A February 2026 Preview Field Guide
What Microsoft Agent Framework for .NET really is in February 2026: agents, sessions, tool approvals and handoffs, plus where it fits before it reaches GA.
Multi-Agent
13 articles
8 min read
Semantic Kernel Agents in Production: What's Stable, What Isn't
Running Semantic Kernel agents in production in early 2026: which APIs are GA, which are preview, how to guard tool calls, and where Agent Framework fits.
1 min read
Building Multi-Agent Systems with AutoGen and Azure
Instead of a single LLM handling all tasks, multi-agent systems divide work among specialized agents that communicate and coordinate to achieve goals.
1 min read
Building AI Agents with AutoGen and Azure OpenAI
AutoGen enables building sophisticated AI systems that can decompose complex tasks and collaborate to find solutions.
1 min read
Multi-Agent Systems: Orchestrating Specialized AI Agents
Multi-agent architectures shine for tasks requiring diverse expertise: research reports, code reviews, complex analysis, and creative projects. The key is…
1 min read
Building Multi-Agent Systems with Semantic Kernel
Define clear responsibilities for each agent to avoid confusion and improve reliability. Multi-agent architectures excel at complex workflows where…
1 min read
Advanced Agent Patterns: Complex Multi-Agent Systems
Choose the right execution pattern based on task complexity and agent capabilities.
7 min read
Multi-Agent Orchestration: Pick the Pattern Before the Framework
Four multi-agent orchestration patterns, what Semantic Kernel, AutoGen 0.4 and Azure AI Agent Service offered for each in January 2025, and when to skip them.
1 min read
Multi-Agent Frameworks: Orchestrating AI Agent Collaboration
Multi-agent systems unlock sophisticated automation capabilities. Start with simple patterns and evolve complexity as needed.
7 min read
LangChain, AutoGen, CrewAI or Semantic Kernel? Choosing in January 2024
How LangChain 0.1, AutoGen 0.2, CrewAI 0.1 and Semantic Kernel 1.0 differ in maturity, control and Azure OpenAI fit, and which one I'd pick for what.
6 min read
CrewAI 0.1 on Azure OpenAI: Roles, Tasks and Current Limits
A practical look at CrewAI 0.1.x with Azure OpenAI: how agents, tasks and sequential crews work, what's missing today, and when to choose it.
7 min read
AutoGen 0.2 on Azure OpenAI: Termination, Code Execution and Tools
A practical look at AutoGen 0.2 with Azure OpenAI: wiring the config, stopping runaway conversations, sandboxing generated code and registering tools.
7 min read
When to Split One AI Agent into Several: A Supervisor Pattern
When a single GPT-4 agent stops being reliable, split it into specialists. A framework-free supervisor pattern on Azure OpenAI, with trade-offs and limits.