WHITEPAPER / 12 min read

Org-aware agents: a technical brief for CTOs.

AE
Atlantic Engineering
May 27, 2026

Flat LLM calls assume everyone has the same authority. Real orgs don't. Here's how Atlantic's three-tier runtime maps your reporting structure into agent scope, approvals, and audit trail.

The flat-LLM problem

Every AI startup we talk to ships the same prototype: one model, one prompt, one user. That works for a single contributor. It collapses the moment a real org tries to standardize on it.

The reason: approvals aren't a prompt. RBAC isn't a system message. Department scope isn't a fine-tune. They live in the org chart, and the org chart is invisible to the model.

Three tiers, one runtime

Atlantic resolves this by mirroring your org into a stack: a small router model (Pacific 8B), a larger orchestrator (Atlas 32B), and specialised executors. Each tier does one job; together they preserve who-can-do-what.

$ atlantic deploy --org ./org.yaml
→ provisioning router (pacific-8b)
→ provisioning orchestrator (atlas-32b)
→ spawning 6 executor agents from roster
✓ ready in 47s

What this earns the security team

Because the org tree is the source of truth, every retrieval inherits the user's IAM scope and every action attaches to a named approver. Replay is end-to-end: prompts, tool calls, approvals, artifacts.

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