Merge pull request #3 from microsoft/pewill/polishing

add foundry diagram

Author: pewill-msft

callcenter/challenge-0-setup/images/setup.png

@@ -25,6 +25,8 @@ Check out [call_data.json](./call_data.json) to see today's incoming calls.
 
 Microsoft Foundry gives you two ways to build agents. The **Foundry portal** ([ai.azure.com/nextgen](https://ai.azure.com/nextgen)) provides a visual, no-code interface where you can create agents, attach tools, and test them interactively in a playground — great for exploration and rapid prototyping. The **Azure AI Agents SDK** gives you full programmatic control: you define agent behavior, tools, and orchestration logic in Python, which makes it easy to version, test, and integrate into automated pipelines.
 
+![foundry](./images/foundry.png)
+
 In this challenge we use the **SDK**. The code in [agents.py](./agents.py) creates both agents, registers their tools, and runs them against every call in `call_data.json` — all from the terminal. After the script runs, both agents will also be visible in the portal under **Agents**, so you can inspect them, tweak their instructions, and test them interactively without touching any code.
 
 ## Agents and Tools

callcenter/challenge-1-build/README.md

@@ -25,6 +25,8 @@ Check out [claims_data.json](./claims_data.json) to see the current batch of cla
 
 Microsoft Foundry gives you two ways to build agents. The **Foundry portal** ([ai.azure.com/nextgen](https://ai.azure.com/nextgen)) provides a visual, no-code interface where you can create agents, attach tools, and test them interactively in a playground — great for exploration and rapid prototyping. The **Azure AI Agents SDK** gives you full programmatic control: you define agent behavior, tools, and orchestration logic in Python, which makes it easy to version, test, and integrate into automated pipelines.
 
+![foundry](./images/foundry.png)
+
 In this challenge we use the **SDK**. The code in [agents.py](./agents.py) creates both agents, registers their tools, and runs them against every claim in `claims_data.json` — all from the terminal. After the script runs, both agents will also be visible in the portal under **Agents**, so you can inspect them, tweak their instructions, and test them interactively without touching any code.
 
 ## Agents and Tools

callcenter/challenge-1-build/images/foundry.png

@@ -25,6 +25,8 @@ Check out [sensor_data.json](./sensor_data.json) to see the current state of all
 
 Microsoft Foundry gives you two ways to build agents. The **Foundry portal** ([ai.azure.com/nextgen](https://ai.azure.com/nextgen)) provides a visual, no-code interface where you can create agents, attach tools, and test them interactively in a playground — great for exploration and rapid prototyping. The **Azure AI Agents SDK** gives you full programmatic control: you define agent behavior, tools, and orchestration logic in Python, which makes it easy to version, test, and integrate into automated pipelines.
 
+![foundry](./images/foundry.png)
+
 In this challenge we use the **SDK**. The code in [agents.py](./agents.py) creates both agents, registers their tools, and runs them against every machine in `sensor_data.json` — all from the terminal. After the script runs, both agents will also be visible in the portal under **Agents**, so you can inspect them, tweak their instructions, and test them interactively without touching any code.
 
 ## Agents and Tools