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Technical domain

Buffaly in healthcare operations.

Healthcare administrative workflows are where Buffaly's runtime boundaries are easiest to see: language models interpret variable input, typed actions invoke real systems, sensitive values remain behind runtime handles, and execution produces a reviewable record.

Workflow surface

Administrative work connected to real systems.

Revenue cycle operations

Reconciliation, follow-up tasks, work queues, and exception handling executed against existing RCM systems.

Insurance and eligibility

Coverage checks, staged results, exception routing, and recorded evidence for downstream review.

EOB and remittance handling

Inbound remittance normalization, field resolution, and high-volume exception workflows.

Patient intake and data staging

Inbound patient data resolution and preparation for downstream clinical and administrative systems.

Runtime boundaries

The model does not hold the workflow together.

Typed execution

The model selects explicit actions; native implementations validate inputs and perform the operation.

Protected values

PHI, credentials, and operational records can remain in trusted runtime memory and source systems.

Grounded rules

Policies and domain logic live in typed contracts, ontology, schemas, and existing code.

Execution history

Inputs, selected actions, outputs, and exceptions remain available for operational review.