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.

AI-assisted emergency response platform (Flask + Firestore) for real-time incident triage, team dispatch, and actionable plans.

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.

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

National-scale vaccine distribution system deployed during COVID-19. Used by Iranian Ministry of Health to optimize allocation for 90 million people. VBA-based optimization engine for crisis response decision support

In response to the widespread of COVID-19, citizens sought information and support from their city governance through the 311 non-emergency service request system. Our analysis showed that the pandemic has led to a considerable decline in the aggregate number of 311 calls in Kansas City; however, “Public Safety”, “Public Health”, “Trash/Recyclin…

Argus.AI is a multimodal generative AI powered application that processes social media data (text, audio, and images) to generate actionable insights for critical and quick response operations. Utilizes NLP and computer vision capabilities of modern AI models like Google Gemini.

It is a real time example for crisis detection enable instant identification using alerts, automated triggers

Afet anlarında veriyi toplayıp analiz ederek kriz yönetimini kolaylaştıran yapay zekâ destekli sistem

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.

CrisisConnect is an open-source platform, designed to connect field workers with NGOs and UN agencies to coordinate humanitarian assistance. It Designed privacy-by-design architecture for vulnerable people in crisis , role-based access control, and comprehensive security measures.

Single-file humanitarian operations platform — Palantir-style decision support with 20 free APIs, AI agent, in-browser SQL, graph view. Runs entirely in browser.

A role-based crisis response and resource coordination platform with real-time incident mapping, logistics tracking, and operational analytics.

Display real-time global crisis data from multiple sources on a unified interactive map with live conflict, disaster, and market insights.