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CrisisSignal AI

Trustworthy, multilingual and multimodal crisis intelligence from noisy social streams.

Software DOI

CrisisSignal AI is a portfolio-grade research and engineering platform for trustworthy crisis-message analysis. The implemented core provides a reproducible classical baseline, uncertainty-aware routing, an API, monitoring utilities and extension points for deep learning, transformers, LLMs and multimodal evidence.

Persistent identifiers

The software and book are related but distinct scholarly records.

Research and engineering scope

  • Reproducible classical NLP baselines.
  • Duplicate-aware dataset splitting.
  • Probability calibration and uncertainty-aware abstention.
  • Human-review routing for low-confidence predictions.
  • FastAPI, command-line and dashboard interfaces.
  • Monitoring, drift detection and audit-oriented evaluation.
  • Extension points for recurrent networks, transformers, LLMs and multimodal evidence.

Responsible use

The system is intended for research, teaching and carefully supervised decision support. It is not an emergency authority and must not be used as the sole basis for dispatch, medical triage, evacuation, law-enforcement or public-warning decisions.

Companion book

Engineering Trustworthy Crisis Intelligence: From Noisy Social Streams to Multilingual, Multimodal and Human-in-the-Loop Disaster AI

Companion-book DOI: 10.5281/zenodo.21459117

The book DOI is separate from the archived software-release DOI 10.5281/zenodo.21463318.

Project Creator and Verified Identity

Faramarz Kowsari — Author, Software Engineer and AI Researcher

Faramarz Kowsari

Faramarz Kowsari is an author, Software Engineer and AI researcher based in Istanbul. Focusing on the intersection of technology, education, and personal growth, he has published over 80 digital titles on international platforms. His areas of expertise span Artificial Intelligence, prompt engineering, modern trading strategies (Smart Money Concepts & algorithmic trading), as well as classical literature and mindfulness. In addition to writing, he develops web-based educational tools and creates specialized instructional video content.

Official Profiles & Repositories

For persistent identifiers and the canonical author profile, see Author and verified profiles.