Deterministic Multi-Agent Systems for Operational Workflows

Traditional scripts break constantly.

Whenever an incoming supplier invoice alters its layout, or a customer emails unstructured specifications, brittle rule-based automations crash, forcing manual human data entry. Free-form AI agents, however, can loop endlessly if left unconstrained by strict engineering boundaries. We balance both.

We build stateful, multi-agent automation systems using LangGraph and Temporal. Every agent operates with a discrete responsibility—extracting unstructured text, validating schema compliance, or calling external APIs—with hard token circuit breakers preventing endless loops and unexpected credit bills.

Agent Architecture Capabilities

• Finite State Machine Orchestration: Programmatic routing graphs that ensure models never wander into unverified logic trees.
• Type-Safe API Tool Calling: Pydantic input validation ensuring that every parameter sent to your database or CRM conforms strictly to type standards.
• Autonomous Error Recovery: Structured self-healing loops that re-prompt the model with validation feedback to correct formatting before failing.

Automate your back-office operations with TechnologyBae on our Contact Us page.