Expert Cybersecurity Risk API Development with FastAPI

Expert Cybersecurity Risk API Development with FastAPIExpert Cybersecurity Risk API Development with FastAPI

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Ghufran Barcha

• Feb 11

Cybersecurity Risk Analysis API - FastAPI, DeepSeek

Developed a Python-based FastAPI application to automate OT cybersecurity risk assessment. The API processes asset data (Excel) and vulnerability scans (PDF), enriching CVE information via the NVD API. It employs a hybrid approach: initial rule-based severity assignment followed by LLM refinement using Langchain with the Deepseek model via Groq. This provides nuanced risk levels and detailed justifications based on OT context (criticality, safety, isolation). The system outputs structured JSON results, streamlining vulnerability management in industrial environments.
Technologies: Python, FastAPI, Pandas, Pymupdf, Langchain, Groq API (Deepseek), NVD API.

AI Agent Designer Backend Development AI Engineer LangChain pandas FastAPI

Blahomyr Popok

max

• Mar 11

A look at a recent motion project for Guardis.

This product video explores how an AI-powered Web3 platform tracks blockchain activity, wallet behavior, and crypto data through animated dashboards and motion-driven UI.

See the full case study

motiongraphics 2danimation casestudy

rajesh chaudhary

• Mar 11

amazing motion graphics.

MD Saif Khan

• Mar 12

An AI-powered assistant trained on company documentation that helps teams instantly find answers from internal knowledge and SOPs.

AI Automation Virtual Assistance Wealth Management LangChain Notion OpenAI

Trashu Vashisth

• Mar 13

great

Ali Hassan

• Mar 12

🔥 Full-Stack Development - RankBee AI

I worked as a Full-Stack Developer on RankBee an AI visibility platform that helps brands track and improve how they appear across AI search engines.

💡 Key contributions: ⚡ Interactive dashboards for AI visibility ⚡ Tools to track competitors and benchmark presence ⚡ AI-driven content optimization workflows ⚡ Prompt-based testing systems ⚡ Streamlined data processing into actionable insights

The platform shows how AI interprets a brand which competitors are recommended and how to optimize content for better AI visibility.

I focus on solving complex technical challenges and delivering products that give businesses a real advantage. If you’re developing AI-driven tools or ambitious platforms, let’s collaborate.