Debug Production: Healthcare with Agentic AI: full course guide
Engineering and safety failures in clinical AI systems: hallucinated patient facts, protected health information leaking through logs and traces, EHR and terminology mapping defects, and the governance, evaluation and incident work that clinical deployment demands.
Intermediate to Advanced · read it in your browser with Skiiling Pro.
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What is inside this guide
01Patient Safety First
- Hallucinated Clinical Facts and Their Blast Radius
- Unit, Dose and Route Errors
- Missing Context: Allergies, Comorbidities and History
- Confidence, Abstention and Clinician Escalation
- Failure Modes in Triage and Prioritisation
02Data, Privacy & Consent
- Health Data Leaking Through Logs and Traces
- De-identification That Does Not Hold
- Consent Scope and Secondary Use
- Access Control Across Care Teams
- Data Residency and Vendor Subprocessors
03Integration with Clinical Systems
- EHR Integration Failures and Stale Records
- HL7 and FHIR Mapping Defects
- Terminology Drift Across SNOMED, ICD and Local Codes
- Duplicate Records and Patient Identity Matching
- Write-Back Errors and Orphaned Orders
04Governance, Evaluation & Incidents
- Evaluating Clinical Accuracy Without Causing Harm
- Bias and Subgroup Performance Gaps
- Change Control and Validation Evidence
- Monitoring for Silent Degradation
- Incident Response, Disclosure and Adverse Events
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