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  https://github.com/AaronCWacker/AzureModels4AI
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- # Azure Cosmos DB Copilot Pipeline
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- ## Copilot Pipeline Overview
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- ```mermaid
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- graph LR
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- A[System Prompts] --> D[Azure OpenAI Service]
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- B[Few-shot Examples] --> D
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- C[Schema info] --> D
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- D --> E[Validation]
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- E --> F[Testing]
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- F --> G[Microsoft Copilot for Azure in Cosmos DB]
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- ```
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-
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- # Testing Criteria
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- ```mermaid
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- graph LR
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- A[1. Validity]
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- B[2. Verification of intent]
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- C[3. Accuracy of results]
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- D[4. Optimality]
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- E[5. Responsible AI]
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-
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- A --> B --> C --> D --> E
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-
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- style A fill:#f0f0f0,stroke:#333,stroke-width:2px
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- style B fill:#f0f0f0,stroke:#333,stroke-width:2px
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- style C fill:#f0f0f0,stroke:#333,stroke-width:2px
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- style D fill:#f0f0f0,stroke:#333,stroke-width:2px
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- style E fill:#ff9999,stroke:#333,stroke-width:2px
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- ```
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-
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- # Responsible AI Framework
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- ```mermaid
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- graph TD
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- A[Responsible AI]
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- B[Fairness]
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- C[Reliability & Safety]
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- D[Privacy & Security]
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- E[Inclusiveness]
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- F[Transparency]
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- G[Accountability]
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-
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- A --> B
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- A --> C
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- A --> D
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- A --> E
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- A --> F
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- A --> G
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-
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- style A fill:#0078D4,color:#ffffff,stroke:#0078D4,stroke-width:2px
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- style B fill:#0078D4,color:#ffffff,stroke:#0078D4,stroke-width:2px
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- style C fill:#0078D4,color:#ffffff,stroke:#0078D4,stroke-width:2px
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- style D fill:#0078D4,color:#ffffff,stroke:#0078D4,stroke-width:2px
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- style E fill:#0078D4,color:#ffffff,stroke:#0078D4,stroke-width:2px
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- style F fill:#0078D4,color:#ffffff,stroke:#0078D4,stroke-width:2px
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- style G fill:#0078D4,color:#ffffff,stroke:#0078D4,stroke-width:2px
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-
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- classDef default fill:#0078D4,color:#ffffff,stroke:#0078D4,stroke-width:2px;
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- ```
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-
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- # Red Teaming Process
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- ```mermaid
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- graph TD
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- A[Red Teaming]
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-
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- B[Planning Phase]
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- B1[Who will do the testing?]
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- B2[What to test?]
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- B3[How to test?]
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- B4[How to record data?]
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-
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- C[Execution Phase]
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- C1[Conduct red teaming]
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-
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- D[Reporting Phase]
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- D1[Report regularly with key stakeholders]
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- D2[Lists the top identified issues]
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- D3[Provides a link to the raw data]
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- D4[Previews the testing plan for upcoming rounds]
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- D5[Acknowledges red teamers]
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- D6[Provides any other relevant information]
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-
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- A --> B
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- A --> C
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- A --> D
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-
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- B --> B1
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- B --> B2
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- B --> B3
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- B --> B4
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-
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- C --> C1
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-
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- D --> D1
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- D1 --> D2
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- D1 --> D3
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- D1 --> D4
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- D1 --> D5
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- D1 --> D6
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-
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- classDef default fill:#0078D4,color:#ffffff,stroke:#0078D4,stroke-width:2px;
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- class A,B,C,D default;
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- classDef subnode fill:#4BA0E0,color:#ffffff,stroke:#4BA0E0,stroke-width:2px;
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- class B1,B2,B3,B4,C1,D1,D2,D3,D4,D5,D6 subnode;
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- ```
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-
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- ## Learn More Resource Links and Reference Video
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- ```mermaid
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- graph TD
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- A[Learn More]
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- B[Copilot in Cosmos DB Blog]
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- C[Copilot Learn More]
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- D[James Codella's Video on Azure Cosmos DB]
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-
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- A --> B
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- A --> C
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- A --> D
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-
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- click B "https://aka.ms/CopilotInCosmosDBBlog" _blank
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- click C "https://aka.ms/cdb-copilot-learn-more" _blank
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- click D "https://www.youtube.com/watch?v=STc30jdBwl8&list=PLHgX2IExbFos07Jf1iT2gg94A2IArbmLC&index=3&t=1049s" _blank
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- classDef default fill:#0078D4,color:#ffffff,stroke:#0078D4,stroke-width:2px;
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- class A,B,C,D default;
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- ```
 
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  https://github.com/AaronCWacker/AzureModels4AI
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+ ![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/244RAEYuAUukl39WKf-vi.png)
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