Deploying generative AI in mission-critical business systems requires a fundamental architectural split between the reasoning layer and the execution layer.
The Dual-Core Pattern
In our architecture, the intelligence tier is isolated into specialized sub-agents (e.g., Intake Agent, Policy Checker, Conflict Verifier). Each sub-agent outputs strictly typed JSON schemas that must pass a TypeScript validator before touching backend systems.
Zero-Leak VPC Boundaries
Enterprise clients cannot risk sensitive financial or medical records leaking into public foundation model training sets. We deploy air-gapped models inside private VPC boundaries with temporary cryptographic tokens.
Architectural Takeaways
- → Decouple natural language reasoning from system database writes.
- → Use schema validation as a mandatory firewall between LLMs and ERPs.
- → Isolate sub-agents to single responsibilities with narrow context windows.
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