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MysticX662/README.md

Nickhil Earla

Student Founder & AI Product Builder
Building AI products across financial education, cybersecurity, and operational data systems.

FinoraMemShield PaperLinkedIn


Featured Work

Research on defenses against persistent memory poisoning in stateful autonomous AI agents.

  • Role: Sole Author & AI Security Researcher
  • Work: Formulated the threat model; designed a three-layer defense using cryptographic provenance, trust-weighted retrieval with temporal decay, and semantic conflict detection; built the Python implementation and reproducibility materials.
  • Artifacts: Published White PaperRepository

AI-powered financial education platform for students, educators, schools, and youth programs.

  • Role: Co-Founder & Product/Engineering Lead
  • Work: Architected the React/TypeScript + Supabase/PostgreSQL platform; led product rebuilds from student, parent, and educator testing; built AI-assisted learning, progress, simulation, and educator workflows.
  • Current footprint: 2,000+ registered accounts; 400,000+ organic views; City of Irving youth-program launch; one school deployment plus five additional testing/pilot groups.
  • Platform: usefinora.com

Operational data product that converted public permit and property records into ranked HVAC market opportunities.

  • Role: Full-Stack Data Product Developer
  • Scale: Processed 211,000+ permits across 163,000 properties into 52,662 ranked leads, surfacing 791 high-priority prospects.

Serverless defensive threat-intelligence hub with Python collectors, versioned JSON feeds, and a Next.js interface.

  • Role: Creator & Developer

Privacy-first local computer-vision utility for voluntary phone-use detection during focus sessions.

  • Role: Sole Developer
  • Work: Integrated YOLO + OpenCV with temporal debouncing and local-only processing.

6. Frontier Build

International startup-style AI competition for student builders.

  • Role: Co-Founder, Technical & Operations Director
  • Work: Built registration, submission, participant-management, administrative, and judging systems; supported 100+ teams and 300+ students across 6+ countries.

Technical Toolkit

  • Languages: Python, Java, TypeScript, SQL
  • Frameworks: React, Next.js, Spring Boot
  • Data & infrastructure: Supabase, PostgreSQL, MySQL, Kafka, Spark, Elasticsearch, Docker
  • AI/ML: PyTorch, TensorFlow, scikit-learn, OpenCV, YOLO, LLM/RAG systems, AI-agent security

Selected public repositories are intended as evidence of technical work. Private production systems, institutional data, and client-specific implementation details are not published.

Pinned Loading

  1. MemShieldResearch MemShieldResearch Public

    Three-layer defense architecture for persistent memory poisoning in stateful autonomous AI agents.

    HTML

  2. Threat-Intelligence-Hub Threat-Intelligence-Hub Public

    Serverless threat-intelligence hub with Python collectors, versioned JSON feeds, and a Next.js interface.

    TypeScript

  3. Finora-Engineering-Case-Study Finora-Engineering-Case-Study Public

    Product and engineering case study for Finora, an AI-powered financial education platform.

  4. FocusGuard FocusGuard Public

    Computer-vision-based phone detection and focus tracking.

    Python

  5. FrontierBuild-Case-Study FrontierBuild-Case-Study Public

    Operations and technology case study for FrontierBuild student builder program and competition.

  6. PermitVision-Case-Study PermitVision-Case-Study Public

    Engineering case study for PermitVision, a municipal permit intelligence and ranking system.