Inspiration

Banks lose the most money not to outside hackers but to trusted people already inside: employees misusing privileged access, quiet data exfiltration, and slow manual investigations that find the damage too late. At the same time, quantum computing is putting today's encryption on a countdown. We wanted one platform that watches for insider threats the moment they start, responds on its own, and protects critical systems with cryptography built for the post-quantum era.

What it does

Nexus is an AI-powered cybersecurity platform built for the banking sector. It autonomously detects insider threats, monitors privileged access, runs behavioral analytics, and protects critical infrastructure using quantum-proof cryptography.

  • 🤖 Guardian AI (NASE): the autonomous brain that analyzes activity and decides how to respond
  • 🔐 Privileged Access Management: tracks and controls who can reach sensitive systems
  • 🚨 Insider Threat Detection: spots abnormal behavior from trusted users in real time
  • 📊 AI Risk Assessment: scores every user and action by risk
  • 🛡️ Risk-Based Authentication: raises or lowers authentication requirements based on live risk
  • ⚡ Autonomous Threat Response: contains attacks without waiting for a human
  • 🔑 Quantum Security Vault: protects critical secrets with post-quantum cryptography
  • 🎯 MITRE ATT&CK Mapping: links detected behavior to known attack techniques
  • 🏦 Critical Banking Systems Monitoring: a live view of the systems that matter most
  • 📄 Compliance & Audit Reports: generates investigation reports automatically

In the demo, Nexus detects an insider threat, calculates the risk, mitigates the attack, and generates an investigation report, all in real time.

How we built it

  • Frontend: React, TypeScript, and Vite for a fast, type-safe app
  • UI: Tailwind CSS and React Bits for a polished security-operations interface
  • Visualization: Three.js for the 3D threat view and Recharts for live risk analytics
  • AI: the Google Gemini API powers behavioral analysis, risk reasoning, and incident explanations
  • Reporting: jsPDF generates downloadable compliance and investigation reports

Challenges we ran into

  • Turning raw behavioral signals into risk scores that are both accurate and easy to explain
  • Making autonomous response feel trustworthy, with clear reasoning behind every action
  • Keeping real-time visuals smooth while running heavy 3D graphics and live charts
  • Building a complete, polished platform within the hackathon's time limit

Accomplishments that we're proud of

  • A full detect, assess, respond, and report loop working end to end
  • Mapping detected behavior to MITRE ATT&CK so analysts can act quickly
  • Bringing post-quantum security and AI-driven defense together in a single banking-focused platform

What we learned

We learned how much value there is in explainable AI for security: analysts trust a system far more when it shows why it acted. We also learned how to design for both speed and clarity under real-time conditions.

What's next for Nexus

  • Integration with real banking SIEM and identity systems
  • Training on larger behavioral datasets for sharper detection
  • Deeper post-quantum protections across more systems
  • Support for more compliance frameworks and automated regulator reporting

Run it locally

Prerequisites: Node.js

  1. Install dependencies: npm install
  2. Add your Gemini API key as GEMINI_API_KEY in .env.local
  3. Start the app: npm run dev

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