Skip to content
View BenitaMags's full-sized avatar
  • 01:22 (UTC -12:00)

Highlights

  • Pro

Block or report BenitaMags

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Content in all repositories owned by your account will be closed.
Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
BenitaMags/README.md

Hi, I'm Benita πŸ‘‹

CS Junior @ Montclair State University Β· Building multi-agent AI systems that actually ship


About Me

I'm a junior Computer Science major (GPA 3.829) focused on agentic AI systems, distributed pipelines, and applied cybersecurity. I like building things that combine real engineering β€” async processing, graph databases, verification loops β€” with LLM orchestration, not just wrapping a prompt in an API call.

I published research on LLM token optimization, co-authored a paper on explainable intrusion detection accepted at IEEE CSR 2026, and placed 3rd in my first CTF competition. Currently looking for Fall 2026 / Summer 2027 SWE and AI/ML internships.


πŸ”§ Tech Stack

Languages

Agent Orchestration & AI

Β  LangGraph LangChain Google ADK Vertex AI Gemini RAG

Frameworks

Infra, Data & Cloud


πŸš€ Featured Projects

πŸ”§ AXIOM Adaptive eXecution & Import Optimization Module

7-agent LangGraph pipeline that analyzes legacy Python dependencies, recommends secure replacements, rewrites source code, and verifies migrations β€” validated against PyMigBench.

Python LangGraph AST OSV/PyPI APIs

πŸ›‘οΈ AutoForensics AI Multi-Agent Security Incident Analysis Platform

9-agent system on Google ADK + Vertex AI Agent Engine that parses PCAP/log files, maps attacks to MITRE ATT&CK, and cuts LLM API calls 86% via IOC gating.

Google ADK Vertex AI A2A Protocol Gemini 2.0

πŸ“– Codebrief AI-Powered Codebase Onboarding Tool

5-agent LangGraph.js pipeline that parses repos via AST analysis, ranks files by centrality in Neo4j, and serves a RAG pipeline over pgvector β€” fully self-hostable via local Ollama models.

Next.js LangGraph.js Neo4j pgvector Docker

⚑ Token Optimizer

  • Research β€” presented at i-ETC, BYU*

Caching and prompt-compression pipeline reducing LLM token usage 30–75% across GPT-3.5 Turbo, GPT-4o Mini, and Claude Haiku, validated on HumanEval/MBPP.

Python Prompt Engineering Caching


πŸ“„ Research

  • Explainable Machine Intelligence for Real-Time Network Intrusion Detection β€” co-author, selected to present at IEEE Conference on Cyber Security and Resilience (CSR) 2026
  • Token Optimization for LLM Inference Pipelines β€” presented at i-ETC Conference, Brigham Young University

πŸ† A Few Other Things

  • πŸ₯‰ 3rd place, Saint Peter's University CTF Cybersecurity Competition (2,425 pts, team of 4)
  • πŸ” Google Professional Cybersecurity Certificate, WiCyS AI Certificate, and other security certifications
  • πŸ‘©β€πŸ’» Active member, Google Developer Group & WiCyS

Always happy to talk agentic systems, RAG architecture, or security tooling β€” feel free to reach out.

Popular repositories Loading

  1. autoforensics-ai autoforensics-ai Public

    Python 1 1

  2. Front-End-Workshop-Spring2025 Front-End-Workshop-Spring2025 Public

    Forked from msucomputerclub/Front-End-Workshop-Spring2025

    In this repository we will go over HTML and CSS through this boilerplate HTML and CSS

    HTML

  3. first-contributions first-contributions Public

    Forked from firstcontributions/first-contributions

    πŸš€βœ¨ Help beginners to contribute to open source projects

  4. python-beginner-projects python-beginner-projects Public

    Forked from Mrinank-Bhowmick/python-beginner-projects

    Explore a collection of beginner-friendly Python projects that can be completed with minimal code. Perfect for learning the basics and improving your coding skills.

    Python

  5. community community Public

    Forked from chaoss/community

    This is the main CHAOSS community repository. Feel free to open an issue to discuss a topic of community interest! This repository also holds governance, mentorship, and other community-related doc…

    JavaScript