graph TD
A[Github Repos] -->|Markdown Chunking| B(Chunks)
B --> C[AI Embedding Model]
C -->|Embeddings| D[Atlas Vector DB]
E((Question)) --> F[Same Embedding Model]
F -->|Query Embeddings| D
D --> |Semantic Similarity Search| H[Question + Context Documents]
E --> H
H --> I[LLM]
I --> J((Answer))
classDef db_color fill:#F7B801,stroke:#F18701,stroke-width:2px,color:white;
classDef ai_color fill:#7678ED,stroke:#3d348b,stroke-width:4px,color:white
classDef user_color fill:#7eb09b,stroke:#519e8a,stroke-width:4px,color:white
class A,D db_color
class F,C,I,H,B ai_color
class J,E user_color