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muskxn25/README.md

👋 Hi, I'm Muskan Sahetai

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🚀 About Me

I'm a multi-disciplinary builder working at the intersection of Robotics, Machine Learning, and Language.
My work spans intent prediction, LLM-driven simulation, real-time agents, and scalable full-stack systems.

I care about building systems that are:

  • ⚙️ Reproducible
  • 🧭 Intent-aware
  • 📊 Evaluation-rich
  • Fast & deployable in real environments

🧠 Skills & Highlights

🤖 Robotics + Intent Prediction

  • Designing intent inference pipelines using transformer encoders + YOLO scene trimming
  • Multi-modal reasoning for human–robot interaction (HRI)

🛣️ LLM × Autonomous Driving (CARLA)

  • Built LCARS: LLM → Python Simulation Script → CARLA crash video
  • Fully reproducible with artifacts (scenario.txt, script.py, video.mp4, meta.yaml)

🎧 Real-Time AI Agents

  • On-device ASR + diarization (Whisper + PyAnnote)
  • Topic threading, action-item extraction, meeting analytics

⚙️ Full Stack / DevOps

  • React/TS, FastAPI, ETL pipelines
  • CI/CD (GitHub Actions), Docker, monitoring, testing harnesses

💼 Work Experience

🔹 Graduate Researcher — Interactive Robotics & Language Lab (IRAL), UMBC

Aug 2025 – Present

  • Co-developing the Intentionality dataset for grounded intent prediction
  • Running model evaluations on GPT-4/5, Claude, Llama, EMMA
  • Building annotation pipelines, consistency checks, and prompt-based inference tools
  • Focus on grounded language understanding + embodied reasoning

🔹 AI Engineer — NexSys Labs (Ramblytics)

Aug 2025 – Dec 2025

  • Built Ramblytics, a real-time meeting intelligence system
  • Implemented Whisper + PyAnnote ASR/diarization pipelines
  • Designed topic segmentation + action-item extraction engine
  • Added Docker, CI/CD, logging, monitoring, and testing harnesses

🔹 Research Assistant — Autonomous Driving (CARLA), UMBC VLSI Lab

May 2025 – Aug 2025

  • Developed automated crash-scenario simulation pipeline in CARLA
  • Converted LLM prompts → Python scripts → deterministic simulation videos
  • Generated datasets for situational reasoning and safety evaluation in AVs
  • Built support for weather/time-of-day variations, seeds, multi-vehicle collisions

🔹 Data Engineer — TechBible (Remote, UK)

Jan 2024 – Dec 2024

  • Designed RAG-based resume–job matching pipelines
  • Built embedding search + entity extraction systems
  • Integrated Snowflake + AWS pipelines for analytics
  • Developed a Chrome extension for skill insights using NLP

🎓 Education

🎓 M.S. in Computer Science — University of Maryland, Baltimore County (UMBC)

2024 – 2026 (Expected)
Focus: Robotics, AI/ML, LLM Systems, Embodied AI
GPA: 3.4


🎓 B.S. in Information Technology — CHARUSAT University, India

2019 – 2024
Graduated with Distinction


💼 Tech Stack

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Languages: Python, TypeScript, SQL, JavaScript, R
AI/ML: PyTorch, Transformers, YOLO, ONNX Runtime
Robotics: ROS 2, CARLA, scene extraction
DevOps: Docker, GitHub Actions, AWS, Vercel


📊 Code & Contribution Insights

GitHub Streak

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🧪 Current Research Interests

  • Early intent recognition for embodied agents
  • LLM reasoning under uncertainty
  • Real-time inference (low-latency ASR + diarization)
  • Multimodal grounding for robotics
  • Evaluation benchmarks for LLM-driven simulation

🌟 Thanks for Visiting!

Always excited to connect, collaborate, and build impactful AI systems 🤝

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🚀 Feel free to explore my repositories or reach out!

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  1. ai_generated_dashboard ai_generated_dashboard Public

    Python

  2. real-time-chatbot-dashboard real-time-chatbot-dashboard Public

    Python

  3. academic-portal academic-portal Public

    TypeScript

  4. auto-mind auto-mind Public

    JavaScript

  5. ramblytics ramblytics Public

    JavaScript

  6. cursive_scribe_ai cursive_scribe_ai Public

    JavaScript 1