Multi-Tenant Data Boundaries for Quant Research
Why row-level security, workspace boundaries, and explicit domains matter when agent workflows touch sensitive research data.
Research data is an authority surface
Market data, alternative data, research notes, model artifacts, and strategy evidence carry business value. Agent workflows make it easier to connect those sources, so the platform must keep boundaries explicit.
AlphaSwarm treats data access as part of the governance lattice. Role, domain, user, and admin controls intersect with tenant and workspace boundaries.
Boundary layers
Useful isolation is layered:
- Row-level security protects tenant-scoped records.
- Workspaces and projects bound collaboration surfaces.
- Domains express data and operating authority.
- Audit trails record access changes and policy decisions.
- Deployment boundaries separate hosted, VPC, and on-prem concerns.
No single layer should be the only defense. The product surface should help teams inspect the boundary before expanding access.
Agents inherit policy
Agents should not become shortcuts around user and tenant rules. Tool contracts, retrieval paths, and execution requests need to inherit the same boundaries humans operate under.
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