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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.

Python, FastAPI, LangChainFeatherless AI (Qwen)ScrapeGraphSmallest.ai
View CodeLive Demo
Threat Evaluation Report – AI Safety Analysis Screenshot

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

Duration

03/2026

Role

Backend & Agent Tools

Team Size

Hackathon Team

Status

Hackathon Submission

Technologies Used

  • • Python, FastAPI, LangChain
  • • Featherless AI (Qwen)
  • • ScrapeGraph
  • • Smallest.ai
  • • Cyberwave
  • • React, Vite

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Detect physical threats in real time: crime and violence, surveillance, location intelligence.

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Yuvraj Gupta

AI Engineer building multi-agent systems, production retrieval, and research that ships. San Francisco.

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