Org-aware agents: a technical brief for CTOs.
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.
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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