Agent Architecture
Implementation scope and system architecture overview
Implementation Scope
v1.0
MVP - Agent Bricks
Black Box Approach
Scheduled Data Pipelines
Hidden Infrastructure
Fast Deployment
v2.0
Custom Infrastructure
LangGraph + Databricks Serving
Scheduled Data Pipelines
Advanced Memory Systems
Custom LangGraph Workflows
Custom Model Fine-tuning
Full Observability Control
System Architecture Diagrams
Data-AI-Hub Agent v1.0
Click to see Mermaid JS
Click to see SVG
graph TB
subgraph DS["Data Sources"]
A[GitLab]
B[Confluence]
C[Databricks]
D[Slack]
end
E[User Query]
F["Agent Bricks
(black box)"] G[Response to User] A --> F B --> F C --> F D --> F E --> F F --> G G ~~~ H H["⏱️ Latency: 1-3 minutes"] style A fill:#f59e0b style B fill:#3b82f6 style C fill:#ef4444 style D fill:#10b981 style E fill:#8b5cf6 style F fill:#000000,color:#FFFFFF style G fill:#16a34a style H fill:#fbbf24,color:#000
(black box)"] G[Response to User] A --> F B --> F C --> F D --> F E --> F F --> G G ~~~ H H["⏱️ Latency: 1-3 minutes"] style A fill:#f59e0b style B fill:#3b82f6 style C fill:#ef4444 style D fill:#10b981 style E fill:#8b5cf6 style F fill:#000000,color:#FFFFFF style G fill:#16a34a style H fill:#fbbf24,color:#000
Data-AI-Hub Agent v2.0
Click to see Mermaid JS
Click to see SVG
graph TB
subgraph DS["Data Sources"]
A[GitLab]
B[Confluence]
C[Databricks]
D[Slack]
end
E[User Query]
F[Lakebase Postgres Database]
G[Claude-4-Sonnet
Query Enhancement] I[Vector Index] K[Claude-4-Sonnet
Response Formatting] L[User Response] %% MLflow Monitoring M[MLflow Observability
End-to-End Monitoring] A --> I B --> I C --> I D --> I E --> F F --> G G --> I I --> K K --> L %% MLflow monitoring connections F -.-> M G -.-> M I -.-> M K -.-> M %% Latency indicator L ~~~ N N["⏱️ Latency: < 15 seconds"] style A fill:#f59e0b style B fill:#3b82f6 style C fill:#ef4444 style D fill:#10b981 style E fill:#16a34a style F fill:#8ABDF2 style G fill:#E6B1FA style I fill:#A64464 style K fill:#E6B1FA style L fill:#16a34a style M fill:#ff6b35,color:#fff style N fill:#fbbf24,color:#000
Query Enhancement] I[Vector Index] K[Claude-4-Sonnet
Response Formatting] L[User Response] %% MLflow Monitoring M[MLflow Observability
End-to-End Monitoring] A --> I B --> I C --> I D --> I E --> F F --> G G --> I I --> K K --> L %% MLflow monitoring connections F -.-> M G -.-> M I -.-> M K -.-> M %% Latency indicator L ~~~ N N["⏱️ Latency: < 15 seconds"] style A fill:#f59e0b style B fill:#3b82f6 style C fill:#ef4444 style D fill:#10b981 style E fill:#16a34a style F fill:#8ABDF2 style G fill:#E6B1FA style I fill:#A64464 style K fill:#E6B1FA style L fill:#16a34a style M fill:#ff6b35,color:#fff style N fill:#fbbf24,color:#000