Engineers reviewing architecture diagrams
Application Layer

Python services with FastAPI interfaces

Core business logic runs in Python, with FastAPI endpoints for booking orchestration, handoff records, and operations digests.

Application services and API endpoint dashboard
Decision Layer

PyTorch and scikit-learn forecasting

Decision services score queue risk, recommend recovery actions, and flag inventory pressure in advance.

Machine learning team refining operational models
Data Layer

PostgreSQL operational store

Appointment states, staffing events, pharmacy movement, and historical metrics are captured for trend reporting.

Data layer metrics visualization
Infrastructure and Observability

Docker, cloud deployment, and runtime visibility

Services are containerized with Docker, deployed on cloud infrastructure, and monitored with actionable telemetry.

Runtime traces and incident alerts are linked directly to clinic workflows for faster remediation.

Cloud infrastructure and observability monitoring dashboard

Technology Terms in Production

Stack labels used across implementation and operations documentation.

Python FastAPI PostgreSQL PyTorch scikit-learn Docker Cloud Observability and Infrastructure

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We can map architecture decisions directly to queue reliability, handoff quality, and pharmacy continuity goals.

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