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crisis-response

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Sheldon K. Salmon — AI Reliability Architect. Creator of the AION Constitutional Stack and the CERTUS certainty‑engineering methodology. He designed, directed, and red‑teamed VERITAS — applying epistemic scoring, Uncertainty Mass, and permanent STP seals to community crisis data. Code is open source. The judgment is not.

  • Updated May 16, 2026
  • JavaScript

MatchHelp — plataforma agêntica que conecta instituições em situação de crise a voluntários qualificados via linguagem natural. Multi-agente sobre IBM watsonx Orchestrate + matchmaking ponderado por skill, proximidade e reputação. Hackathon UNASP + IBM 2026.

  • Updated May 3, 2026
  • Python
smart-relief-malawi

A smart disaster relief fund and coordination system designed for Habitat for Humanity Malawi. This project enhances transparency in fund allocation, automates beneficiary verification, uses GIS mapping for disaster impact analysis, and supports real-time collaboration among stakeholders

  • Updated May 18, 2025
  • JavaScript

CrisisWeave is a prototype platform designed to improve community coordination during emergencies. It aims to connect people, resources, and reliable information in one place. While still early-stage, it has the potential to create meaningful real-world impact.

  • Updated Nov 25, 2025
  • Dart
VAni

VAni is an AI-powered voice-first healthcare and emergency response platform that helps patients manage recovery, access multilingual health assistance, trigger SOS alerts, connect with blood donors, and receive care even in low-connectivity environments.

  • Updated Jun 15, 2026
  • TypeScript

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