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Engineering Notes

Technical writing on backend systems, automation patterns, and lessons from production incidents.

Running Playwright in Production: Lessons from Automating Legacy EHR Systems

How I used Playwright to automate legacy healthcare portals that had no API — and what I learned about making browser automation reliable enough for production.

PlaywrightAutomationPythonRPAHealthcare

What HIPAA Compliance Actually Means in Django Code

Practical patterns I use to build HIPAA-compliant healthcare systems with Django — encryption, audit logs, access control, and more.

DjangoHealthcareHIPAASecurityPython

Designing Idempotent RPA Pipelines

How to build automation systems that can safely retry without causing duplicate actions or corrupted data.

RPAAutomationSystem Design