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Basics

Sean Brar

AI Researcher & Systems Engineer

Los Angeles, California, US
Email [email protected]
Url https://seanbrar.com
Summary AI researcher pioneering context optimization for LLMs and RAG systems. Applying enterprise infrastructure expertise to AI applications. Combines systems engineering with research innovation to develop practical solutions for complex challenges. Focused on advancing context handling and optimizing real-world AI system performance.

Projects

  • 2024 - Present
    ContextRAG
    • Adaptive processing by document length
    • 30% reduced token consumption
    • Multi-framework compatible architecture
  • 2025.01 - 2025.02
    Traffic Object Detection Model
    • Benchmarked 8 detection architectures
    • 18% higher minority class detection
    • Achieved 76% mAP performance
  • 2024 - Present
    paperweight
    • 300+ papers/hour processing system
    • 85% relevance precision filtering
    • 30-page to 2-page summarization
  • 2024.05 - 2024.06
    Prickly Pairs
    • Enhanced 2,400+ technical flashcards
    • 40% reduced certification study time
    • Passed three CompTIA exams in 30 days

Skills

Artificial Intelligence
Large Language Models
Retrieval-Augmented Generation
Context Handling
Prompt Engineering
Vector Databases
Programming
Python
API Integration
LLM API Optimization
Shell Scripting
JSON/YAML
Systems Engineering
Linux Administration
Cloud Infrastructure
Enterprise Media Systems
Networking
Troubleshooting
Cloud & DevOps
AWS
Docker
VPN Configuration
DNS Management
Virtualization

Work

  • 2023.08 - 2025.01
    Support and Systems Engineer
    ELEMENTS
    High-level technical support and systems engineering for enterprise media solutions.
    • Custom API workflow automation
    • Enterprise Linux systems management
    • Complex media pipeline integration
    • International technical problem solving
  • 2023.02 - 2023.07
    Systems Engineer
    Latido203 Creative LLC
    Led technical operations and AI integration for creative agency.
    • Led six-figure app development
    • Implemented ChatGPT/AutoGen solutions
    • AWS cloud infrastructure administration
    • Significant AI workflow efficiency gains
  • 2022.07 - 2023.01
    IT Coordinator
    Brisa Del Mar Strategies
    Implemented technical solutions for political campaign organization.
    • GPT minutes system, 96% time reduction
    • Secure VPN/Docker implementation
    • Data-driven campaign optimization
    • Critical data recovery execution

Education

  • 2021 - 2022
    Bachelor of Arts
    California State University, Los Angeles
    Political Science and Government
    • 3.9 GPA, summa cum laude
    • Computer Information Systems minor
    • National writing nominee
    • Best political science paper
    Courses: CIS 4380, CIS 3050, CIS 3010, CIS 4840
  • 2016 - 2021
    Associate Degree for Transfer
    Glendale Community College
    Political Science and Government
    • Academic Honors at graduation
    • Unix/Linux systems coursework
    • Cybersecurity training
    Courses: CS/IS 172, CS/IS 193

Certificates

AI & Machine Learning
AI/ML Certificate Program
Caltech Feb 2025
AI Strategy
Cornell Jun 2023
Machine Learning Foundations
Amazon Web Services Apr 2022
Systems & Infrastructure
CompTIA Network+
CompTIA Jun 2024
CompTIA A+
CompTIA May 2024

Organizations

Professional
Association for Computing Machinery (ACM) 2021-PRES
Academic
Pi Sigma Alpha 2021-PRES
Service
National Eagle Scout Association 2021-PRES

Interests

AI Research
Context Window Optimization
LLM Architecture
Knowledge Retrieval Systems
Technical Writing
AI Systems Documentation
Research Blogging

Awards

  • 2022
    Best Undergraduate Political Science Paper
    California State University, Los Angeles
    Faculty-selected outstanding research showcasing superior analytical thinking and methodology.
  • 2013
    Eagle Scout Rank
    Boy Scouts of America
    Highest rank achieved by only 4% of scouts, demonstrating exceptional leadership and project execution.

Volunteer

  • 2012.04 - 2012.12
    Eagle Scout Project Leader
    Boy Scouts of America
    Planned and executed a community service project to achieve Eagle Scout rank, demonstrating project management and leadership skills.
    • Multi-level approved project plan
    • Team-based implementation management
    • Successful resource acquisition campaign
    • On-spec community project delivery