Dala Architecture

Dala Private Cloud
Dala Core .NET
Context Bridge
Connection Layer
Ultra Agents
Agent Runtime
Hoya Agents
Decision Logic
Tools
Integrations
Doc Ingestion
FastAPI / Python
Trigger Services
.NET
Database
SQL / Vector
Cloud Services
LLM Providers
Anthropic / OpenAI / etc.
Embeddings
OpenAI
Document Intelligence
Azure
Client Data Sources (Optional)
SharePoint
Graph API
Cloud Storage
S3 / Blob
Other SaaS
APIs

Client Network Access

Outbound (from client network)

  • Staff → Dala Platform (HTTPS)

Inbound (allow Dala access)

  • Tools → Client internal APIs
  • Trigger Services → Client internal APIs
Client Infrastructure (Docker)
Dala Core .NET
Context Bridge
Connection Layer
Ultra Agents
Agent Runtime
Hoya Agents
Decision Logic
Tools
Integrations
Doc Ingestion
FastAPI / Python
Trigger Services
.NET
Database
SQL / Vector
Local LLM
GPU Required
Cloud Services (Outbound HTTPS)
Document Intelligence
Azure
SaaS Apps (Webhooks / Polling)
Microsoft 365
Graph API
Cloud Storage
S3 / Blob
Other SaaS
APIs

Network Access

Outbound (HTTPS 443)

  • Doc Ingestion → Azure Document Intelligence
  • Tools → SaaS APIs (Microsoft 365, Salesforce, etc.)
  • Trigger Services → SaaS APIs (Graph API, webhooks)

Inbound

  • Trigger Services → Webhook endpoints
Client Infrastructure (Docker) — Data Never Leaves
Dala Core .NET
Context Bridge
Connection Layer
Ultra Agents
Agent Runtime
Hoya Agents
Decision Logic
Tools
Integrations
Doc Ingestion
FastAPI / Python
Trigger Services
.NET
Database
SQL / Vector
Cloud Services (API Calls Only)
LLM Providers
Anthropic / OpenAI / etc.
Embeddings
OpenAI
Document Intelligence
Azure
SaaS Apps (Webhooks / Polling)
Microsoft 365
Graph API
Cloud Storage
S3 / Blob
Other SaaS
APIs

Network Access

Outbound (HTTPS 443)

  • Dala Core → LLM Providers (AWS / Azure / Google / Anthropic / OpenAI)
  • Dala Core → Embeddings (OpenAI)
  • Doc Ingestion → Azure Document Intelligence
  • Tools → SaaS APIs (Microsoft 365, Salesforce, etc.)
  • Trigger Services → SaaS APIs (Graph API, webhooks)

Inbound

  • Trigger Services → Webhook endpoints