Healthcare: Medical Record Summarization with Claude Code: Cost Controls
A production playbook for medical record summarization in healthcare operations using Claude Code: cost controls, run-scoped inputs, logs, typed results, and artifacts.
Audience: Healthcare admin teams preparing case reviews
The problem
Healthcare admin teams preparing case reviews need medical record summarization to run repeatedly against clinical notes, discharge summaries, lab reports, and referral documents. In healthcare operations, the pain is not one good answer; it is repeatability, auditability, exception handling, and evidence that survives handoff.
Implementation path
Set explicit limits for medical record summarization: input size, run time, tool calls, artifacts, retries, and concurrent runs per organization.
Tradeoffs and failure modes
Limits reject pathological runs, but they keep one workflow from turning into an unbounded infrastructure bill. For medical record summarization, the practical test is whether a second run can be debugged, retried, and consumed by a product without reading the raw agent transcript.
Run limits
max_run_seconds=1800
max_input_bytes=104857600
max_artifact_bytes=104857600
max_tool_calls=120
retry_after_seconds=60
Run this on Argo