mama

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

Diary OS — 开放框架的日记操作系统。模块化 AI 分析 × 知识源整合 × 个人画像，将日记从零散记录升维为分层自我认知系统。

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

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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.

The duel of the three kingdoms

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

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

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

给妈妈使用的本地学生档案与照片相册，支持 Windows 便携运行、自动快照和 ngrok 填写入口。

Autonomy from a business and systems point of view can be challenging to manage. The work defines a framework by which managing and measuring autonomy can be designed and implemented.

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

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

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

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

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.