clean up and added new images

[koreyspace]

No description provided.

[github-actions]

👋 Thanks for contributing @koreyspace! We will review the pull request and get back to you soon.

[github-actions]

Check Missing Tracking from Paths

We have automatically detected missing tracking IDs from the following relative paths in your files.
Review and add tracking to paths to resolve this issue.

Check the file paths and associated paths inside them.
For more details, check our Contributing Guide.

File Full Path	Issues
README.md	# Link Line Number 1 ./00-course-setup/README.md 38
04-tool-use/README.md	# Link Line Number 1 ./images/functioncalling-diagram.png 189
08-multi-agent/README.md	# Link Line Number 1 ./assets/multi-agent.jpeg 87 2 ./assets/hand-off.jpeg 97 3 ./assets/recommendation.jpeg 111 4 ./solution/solution.md 156 5 ./solution/solution-quiz.md 166
05-agentic-rag/README.md	# Link Line Number 1 ./images/agentic-rag-core-loop.png 39 2 ./images/tool-integration.png 56 3 ./images/self-correction.png 78 4 ./images/AgentRunExample.png 107 5 ./images/AgentRunExample2.png 109
06-building-trustworthy-agents/README.md	# Link Line Number 1 ./images/building-a-metaprompting-system.png 31 2 ./images/understanding-threats.png 120
07-planning-design/README.md	# Link Line Number 1 ./images/defining-goals-tasks.png 22 2 ./demo_notebook.ipynb 166
09-metacognition/README.md	# Link Line Number 1 ./images/importance-of-metacognition.png 27 2 ./images/rag-vs-context.png 231

[github-actions]

Check Broken URLs

We have automatically detected the following broken URLs in your files. Review and fix the paths to resolve this issue.

Check the file paths and associated broken URLs inside them.
For more details, check our Contributing Guide.

File Full Path

Issues

README.md

# Link Line Number 1 https://github.com/microsoft/ai-agents-for-beginners/blob/master/LICENSE?WT.mc_id=academic-105485-koreyst 7 2 https://GitHub.com/microsoft/ai-agents-for-beginners/graphs/contributors/?WT.mc_id=academic-105485-koreyst 8 3 https://GitHub.com/microsoft/ai-agents-for-beginners/issues/?WT.mc_id=academic-105485-koreyst 9 4 https://GitHub.com/microsoft/ai-agents-for-beginners/pulls/?WT.mc_id=academic-105485-koreyst 10 5 https://GitHub.com/microsoft/ai-agents-for-beginners/watchers/?WT.mc_id=academic-105485-koreyst 13 6 https://GitHub.com/microsoft/ai-agents-for-beginners/network/?WT.mc_id=academic-105485-koreyst 14 7 https://GitHub.com/microsoft/ai-agents-for-beginners/stargazers/?WT.mc_id=academic-105485-koreyst 15 8 https://github.com/microsoft/ai-agents-for-beginners/issues?WT.mc_id=academic-105485-koreyst 44 9 https://github.com/microsoft/ai-agents-for-beginners/pulls?WT.mc_id=academic-105485-koreyst 44

[github-actions]

Check Missing Tracking from URLs

We have automatically detected missing tracking IDs from the following URLs in your files.
Review and add tracking to URLs to resolve this issue.

Check the file paths and associated URLs inside them.
For more details, check our Contributing Guide.

File Full Path	Issues
SUPPORT.md	# Link Line Number 1 https://aka.ms/onboardsupport 6
README.md	# Link Line Number 1 https://aka.ms/genai-beginners 23 2 https://aka.ms/ai-agents-beginners/github-models 29 3 https://aka.ms/ai-agents-beginners/ai-foundry 30 4 https://aka.ms/ai-agents-beginners/ai-agent-service 34 5 https://aka.ms/ai-agents-beginners/semantic-kernel 35 6 https://aka.ms/ai-agents/autogen 36 7 https://aka.ms/genai-beginners 71
07-planning-design/README.md	# Link Line Number 1 https://github.com/microsoft/autogen/tree/main/python/packages/autogen-magentic-one 205
04-tool-use/README.md	# Link Line Number 1 https://github.com/microsoft/semantic-kernel/blob/main/python/samples/getting_started_with_agents/openai_assistant/step4_assistant_tool_file_search.py 185 2 https://github.com/microsoft/semantic-kernel/blob/main/python/samples/getting_started_with_agents/openai_assistant/step3_assistant_tool_code_interpreter.py 185 3 https://github.com/Azure-Samples/contoso-creative-writer/tree/main/docs/workshop 291 4 https://github.com/microsoft/semantic-kernel/blob/main/python/samples/getting_started_with_agents/openai_assistant/step3_assistant_tool_code_interpreter.py 293
03-agentic-design-patterns/README.md	# Link Line Number 1 https://microsoft.com 88

[github-actions]

Check Country Locale in URLs

We have automatically detected added country locale to URLs in your files.
Review and remove country-specific locale from URLs to resolve this issue.

Check the file paths and associated URLs inside them.
For more details, check our Contributing Guide.

File Full Path	Issues
README.md	# Link Line Number 1 https://www.microsoft.com/en-us/legal/intellectualproperty/trademarks/usage/general 94
07-planning-design/README.md	# Link Line Number 1 https://www.microsoft.com/en-us/research/articles/magentic-one-a-generalist-multi-agent-system-for-solving-complex-tasks 195
02-explore-agentic-frameworks/README.md	# Link Line Number 1 https://learn.microsoft.com/en-us/semantic-kernel/frameworks/agent/?pivots=programming-language-csharp 349 2 https://learn.microsoft.com/en-us/azure/ai-services/agents/overview 350