LabLink Agent

Alerts on critical lab values (demo only).

Demo onlyDeferred (demo)LangGraph

Book a demo of this agent Run it in the console

Demonstration only. This agent runs on synthetic or public sample data and is not offered for real patient data.

Found118

Fixed + verified118

Held for approval0

Recall1.00

One offline run on demo data with planted problems (recorded platform test, November 2026).

How LabLink heals data, step by step

INData inSynthetic lab results.

01Detect118 problems found

02Diagnose3 problem types named

03Plan118 safe to fix · 0 need a person

04Fix + verify118 fixed and re-checked

05ReportPlain-English report and Control Tower record

Client problem: Critical results wait in queues.
What it does: Finds missing values, critical values and abnormal results with no follow-up.
How it heals: Raises alerts and follow-up tasks.
Human gate: Clinicians act on alerts.

Typical buyer: Labs (deferred)
Built with: LangGraph self-healing loop
Demo data: Synthetic lab results.
Tables: lab_results ← synthetic
Target outcome: Demo only.
Path to production: Deferred.

Issues detected on the demo data

Issue	Risk	Proposed fix	Count
missing_value 'value' is empty	low	Request re-run from the lab	4
critical_value Hemoglobin 6.3 g/dL beyond critical limits	low	Alert on-call doctor immediately and log acknowledgement	74
abnormal_no_followup Hemoglobin 11.25 outside reference range	low	Create follow-up task for the ordering doctor	40

How we demo it

Run LabLink on synthetic results.

Built on AWS

Runs in the platform container on EC2 Graviton (or on demand in Lambda), writes healed tables to the S3 lakehouse, uses Amazon Bedrock only to write explanations, and reports six metrics to CloudWatch.

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