Why I Built a Docker Framework for Dermatology AI
The story behind DermUnbound's Docker-first architecture -- from a single clinical moment to a privacy-first framework running five AI tools locally.
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Technical writing on privacy-first clinical AI, Docker deployment, and the clinician-coder paradigm.
The story behind DermUnbound's Docker-first architecture -- from a single clinical moment to a privacy-first framework running five AI tools locally.
A step-by-step tutorial for running a dermoscopy classification model locally using Docker -- no cloud, no API keys, no patient data leaving your network.
Five hidden costs of cloud-based AI that every private practice physician should understand before signing the next subscription agreement.
How the trust relationship between surgeon and patient shapes the ethical use of AI in dermatologic surgery, and why air-gapped systems matter.
What vibe coding is, why physicians should learn it, and how a dermatologist built 269 clinical templates without writing a single line of code from scratch.
Five principles for physician-built clinical AI: privacy non-negotiable, physicians must build, open source as standard, vendor independence, and evidence-based development.
Five hard-won lessons from twelve months of building and deploying local AI tools in a dermatology and Mohs surgery practice.