Deployment

Deployment on Azure

Reference patterns for private networking, identity, and observability in regulated environments.

Network isolation

Deploy into a VNet with private endpoints for storage and model access. Use outbound restrictions and centralized egress.

Identity & access

Entra ID / SSO, role-based access controls, and scoped service principals. Support least privilege by default.

Observability

Centralize logs and audit trails (runs, approvals, exports). Integrate into your SIEM.

Data residency

Region-aligned storage and compute with tenant separation where required.

Example (high-level)

A simplified representation of components (not a full IaC template).

architecture
VNet
  ├─ Private Subnet: App (αlpha Quant Agent)
  ├─ Private Endpoint: Blob/ADLS
  ├─ Private Endpoint: Key Vault
  ├─ Private Endpoint: Azure OpenAI (optional)
  └─ Log Analytics / Monitor -> SIEM

Identity: Entra ID (SSO) + RBAC
Secrets: Key Vault
Exports: Blob (encrypted, immutable policies if needed)