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Active · Pillar 3

Applied AI Literacy for Small Enterprises & Communities

Open-source curricula, recorded talks, and practical tooling that bring AI literacy to pre-medical students, practicing clinicians, solo and small practices, developers entering healthcare, and community learners who cannot justify commercial training costs.

Why this program exists

AI literacy sits behind paywalls for most people who are not at well-funded institutions. Commercial training costs thousands of dollars per seat; conference content evaporates after the event; open-source equivalents are fragmented across repositories that busy people cannot curate. Pre-medical students, working clinicians, solo and small practices, developers moving into healthcare from non-medical backgrounds, and local community learners each need an on-ramp — and each has been under-served by the existing market.

Our approach

We publish open-licensed curricula, recorded talks, and practical tooling at each of those entry points. The Case-Based Clinical Microbiology curriculum is a 32-week detective-style course for pre-medical students; the Claude Code Practical Course teaches AI-assisted engineering to developers, including those launching small practices or entering healthcare; the My Daily Use of Claude Code keynote gives working clinicians a concrete look at an AI-augmented daily workflow; IRB in a Hurry shrinks the documentation overhead for small research groups. Every piece is released open-license, no paywall, and designed so another educator can run it without asking our permission.

What we ship

Four resources are already shipped and linked below, each with open-license source. In preparation is a track outline — Clinical AI for Practising Clinicians — that assembles the best of the existing materials into a physician-focused learning path. We publish the outline here first so clinician-educators and community instructors can shape it before the full lessons are written.

Who benefits

Pre-medical students using the microbiology curriculum, working clinicians adopting AI-augmented workflow from the keynote and track materials, developers launching small healthcare-focused practices via the practical course, and community learners who wanted a path into AI but never had one they could afford. The materials are used in classrooms, conferences, small-practice self-study, and community learning groups — beneficiaries outside our line of sight are exactly the ones the open license is designed to enable.

How to engage

Educators adopting any of the materials, clinicians requesting a speaker at a community event, or developers suggesting improvements are all welcome to reach out. Materials are version-controlled and improvements flow back to the source so every subsequent cohort benefits.

Outputs

Shipped(1)

Released under open license.

Work with us

We are always open to new collaborators and future supporters who share this program's public-benefit mission.