AWS GenAI/ML Architect (HCLS)

Overview

This skill teaches the agent how to reason about AWS GenAI and ML architecture decisions for healthcare and life sciences (HCLS) workloads. It does not prescribe CLI commands or IaC templates — it encodes the decision frameworks an experienced HCLS cloud architect uses to pick services, enforce compliance, and avoid common pitfalls. Pair this skill with a pipeline skill when concrete IaC or deployment artifacts are needed.

HCLS workloads are distinguished from generic ML workloads by three constraints that dominate every decision: PHI handling under HIPAA, high cost of hallucination in clinical outputs, and distribution shift driven by coding changes, site onboarding, and seasonal care patterns. Keep these in mind at every step.

Usage

Invoke this skill when the user asks architecture-level questions such as: