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ayush1298/README.md

👋 Hi, I’m Ayush Munot

Typing SVG


About Me

I’m an AI researcher and ML engineer with strong experience across vision, language, and multimodal systems.
My work sits at the intersection of theory, systems, and applied research, with a focus on reasoning, safety, and reliability of modern AI models.

  • 🎓 Final-year Dual Degree student at IIT Kharagpur (Mechanical + CS Minor, AI Micro-specialization)
  • 🔬 Research experience across Vision-Language Models, Agentic AI, and Explainable AI
  • 🧪 Industry & academic internships spanning ML engineering, LLM systems, and applied research
  • 📄 Actively involved in research publications and open research collaborations

📍 India
📧 [email protected]


🔬 Research Interests

  • Vision–Language Models (VLMs)
    Reasoning, grounding, and multimodal alignment in large-scale models

  • Agentic AI & LLM Reasoning
    Planning, tool-use, autonomy, and evaluation of agentic systems

  • AI Safety & Robustness
    Multilingual safety, failure modes, interpretability, and responsible deployment

  • Explainable AI (XAI)
    Understanding and improving deep models using attribution and CAM-based methods

  • Applied ML Systems
    Bridging research ideas with production-scale ML and LLM pipelines


🧪 Experience Highlights

  • Worked on LLM-based systems for reasoning, evaluation, and automation
  • Built end-to-end ML pipelines spanning data, modeling, inference, and evaluation
  • Hands-on research in computer vision, NLP, and multimodal learning
  • Experience with large-scale datasets, retrieval systems, and model analysis
  • Background in competitive programming and strong algorithmic thinking

🌐 Let’s Connect

LinkedIn Email GitHub


📊 GitHub Activity

GitHub Stats GitHub Streak Top Languages


🚀 What I’m Currently Exploring

  • Reasoning and planning behaviors in VLMs and multimodal models
  • Agentic workflows built on top of large language models
  • Safety, evaluation, and robustness in multilingual LLMs
  • Research ideas that bridge theory → systems → real-world impact

🤝 Open to Research & Collaboration

If you’re working on LLMs, Agentic AI, VLMs, Multimodal Learning, or AI Safety,
I’m always happy to discuss ideas or collaborate.

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