Threat Evaluation Report – AI Safety Analysis
Built at the Robotic Agents Hackathon. An AI assistant that analyzes images and text for physical threats such as fire, smoke, structural damage, and electrical hazards, then returns a structured assessment with severity, urgency, and recommended actions. Evidence-gathering tools pull evacuation routes and building sitemaps to back up the report. The backend was designed to accept video from unmanned ground vehicles through Cyberwave, so a patrol robot could feed the same pipeline.

Project Features
Image and Text Threat Analysis
Upload a photo or describe a situation and get a structured report instead of a paragraph: hazard, severity, urgency, actions.
Evidence Tools
Smart Search for evacuation routes and sitemap extraction tied to a specific building, so recommendations reference real exits.
Robot-Ready Endpoints
POST endpoints for video frames were designed in from the start so a UGV feed could replace manual uploads.
Chat Interface
Image uploads, note annotations, and tool results side by side in a two-panel React UI.
Project Info
03/2026
Backend & Agent Tools
Hackathon Team
Hackathon Submission
Technologies Used
- • Python, FastAPI, LangChain
- • Featherless AI (Qwen)
- • ScrapeGraph
- • Smallest.ai
- • Cyberwave
- • React, Vite
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