Agentic AI Notebook
Phase 15

Hosting

~2 min read

Concept & How It Works

  • Key points are in the visual diagram above.

Why Does It Exist?

Understanding Hosting helps you build reliable, scalable agent applications instead of fragile demos.

Real-World Analogy

Think of Hosting as a specialized capability in your Microsoft Agent Framework engineering toolkit.
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Visual Workflows

What is Hosting?

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Example

Scenario

A production team in Microsoft Agent Framework uses Hosting to handle a real user request — reducing manual work and improving response quality with proper validation and logging.

Solution

In Microsoft Agent Framework, apply Hosting to this scenario: A production team in Microsoft Agent Framework uses Hosting to handle a real user request — reducing manual work and improving response quality with proper validation and logging. Identify the inputs, run the technique, validate the output, and note one thing you would monitor in production.

Practice Task

Do this before moving to the next module — reading alone is not enough.

Open the Code Walkthrough below and run it locally. Change one parameter related to Hosting (e.g. model, temperature, top_k, or tool name), observe the difference in output, and write 2–3 sentences explaining what changed.

Code Walkthrough

Highlighted lines show where Hosting happens in the code.

Hosting
1# Hosting — minimal example2from openai import OpenAI3
4client = OpenAI()  # create API client5
6# Ask the model to explain this topic7response = client.chat.completions.create(  # core API call for Hosting8    model="gpt-4o-mini",9    messages=[10        {"role": "system", "content": "You explain hosting clearly."},11        {"role": "user", "content": f"What is hosting?"},12    ],13    temperature=0,14)15print(response.choices[0].message.content)  # show output for debugging

Commands to Remember

Commands to Remember

  • pip install agent-framework # Microsoft Agent Framework
  • pip install autogen-agentchat # AutoGen (legacy / migration)

Common Mistakes

  • Skipping evaluation for Hosting before production
  • No logging or tracing around maf hosting steps
  • Ignoring cost and latency implications

Cheat Sheet

Quick recap — the most important points from this module.

Cheat Sheet

quick ref
  • Hosting
  • Microsoft Agent Framework