preparedness

Local-first preparedness and field operations desktop app with readiness scoring, inventory burn rates, offline maps, Kiwix libraries, reports, and optional private AI.

Kerala Rescue is an iPhone app, which will help users to get prepared when a disaster happens(currently flood).

Premise of Task: Contextual Alert and Trend System (CATS) is a proof of concept (POC) for an automated system for near real-time media monitoring via GDELT to identify trends and anomalies in the volume of online reports about pre-defined indicator events, at country level. This repository reflects the methodologies used to complete this task.

Private offline survival and civilization recovery library builder with search, sharing, and optional local AI.

Offline household-continuity kit: 135 Kindle-ready books, field playbooks and emergency cards, medical guides, and download instructions for offline Wikipedia, maps, and local AI

MCP to enable AI agents to guide users towards miklatim tziburim (public shelters) in Israel

Home Assistant integration for managing household emergency preparedness

Snap reports about causes and quantitiative info about hostile missile launches

R script to recreate the CDC's Social Vulnerability Index (SVI) documented here: https://www.atsdr.cdc.gov/placeandhealth/svi/documentation/SVI_documentation_2018.html

A representation of item(i.e materials, services, staff, assets etc.) and it stock that may be consumed or made available in emergency(or disaster) management(or event).

Collection of red alert (צבע אדום) civilian notification projects for Israel

A representation of an entity which classify emergency(or disaster) from the most generalised(nature and family) to the most specific (main event and peril).

MPH Capstone Data Management & Analysis

Family and Home Emergency Preparedness

Build and update offline Wikipedia USB drives with Kiwix readers.

Official repository for the paper: Machine learning for anxiety and depression profiling and risk assessment in the aftermath of an emergency

An offline library that answers back: Wikipedia + WikEM + iFixit + a local LLM on ~10 W of solar, reachable by LoRa. Six dangerous domains are retrieval-only, enforced in code. The library never sleeps; the 70B wakes when you knock.

O.P.S. is a real‑time training tool designed to enhance deployment efficiency for individuals and small teams. Its primary goal is to allow users to train deployment times with any piece of gear where speed is paramount. Logged sessions allow you to track deployment speeds over time and view your current average speed via an integrated gra

System Dynamics Review (2024)

Readiness SOPs for wartime in Israel (my own)