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Shared agentic tool-call loop for MAMA and CoFounder. Zero-dependency, port-injected.

Africa Early Warning System. Weather ingestion, alert generation, WhatsApp delivery. AGPL-3.0.

Open-source multi-model AI deliberation framework. 5 LLMs debate, peer-review, and synthesize. Better decisions than any single model. Built with MAMA.

Maternal mortality prevention. 800+ women die daily from preventable causes. AI risk-scoring. Prenatal monitoring. 3x racial disparity.

Antimicrobial resistance stewardship. Narrow-spectrum recommendations. Antibiogram generation. 1.27M deaths/year.

Rare disease diagnosis accelerator. 300M people, 5-7 year diagnostic odyssey. Symptom matching. Trial finder. Medical passport.

Indigenous language preservation. Few-shot speech AI. Elder oral history transcription. A language dies every 2 weeks.

Hospice & end-of-life navigation. Advance directives. Provider comparison. Grief resources. 50% miss hospice care.

HIPAA-compliant care coordination. Fall prevention. Benefits optimization. Family updates. AGPL-3.0.

AI crisis detection with mandatory 988 handoff. Peer matching. Therapist finder. CBT coach. AGPL-3.0.

Endangered species tracking (IUCN), wildlife crime reporting, eco-tourism guide. AGPL-3.0.

Disaster preparedness for disabled & elderly. 2-4x mortality rate. Accessible alerts. Equipment backup. Evacuation planning.

Disaster preparedness for foster youth. Zero emergency contacts. No permanent address. Invisible in every emergency plan.

AI prescription assistance navigator. 600+ patient assistance programs, 10% enrollment. We fix that. Free forever.

AI-accelerated drug discovery for neglected tropical diseases affecting 1.7B people. AGPL-3.0.

MAMA AI Clinic: $170 fully-offline AI health assistant for Raspberry Pi 5. WHO IMNCI triage, essential medicines dosing, CHW training. Built to hand to IRC/UNICEF/DNDi. Apache 2.0.

Chronic pain self-management. Multi-modal tracking. Pattern detection. Non-pharma interventions. 50M Americans.

Neurodivergent learning support. Dyslexia, ADHD, autism tools. Content adaptation. IEP assistance. 1 in 5 people.