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sainavaneet/README.md

Robotics Engineer β€’ Vision-Language-Action Models β€’ State-Space Architectures
I build intelligent robotic systems using VLA frameworks, Mamba-based models, and real-world robot platforms.


πŸš€ About Me

I'm focused on developing scalable Vision-Language-Action (VLA) models and applying advanced state-space architectures (Mamba, S4, S5) and Transformers to real robotic systems.
I have hands-on experience with manipulators, quadrupeds, AGVs, and multi-robot coordination.

I enjoy pushing the boundary between robotics, machine learning, and embodied intelligence.


πŸ“« Contact

Β  Β 


πŸ“Š Contributions


Github stats

πŸ›  Tech Stack

Robotics & Control

Machine Learning & VLA Models

Computer Vision & Simulation

DevOps, Tools & OS


🧠 Featured Projects

πŸ”Ή MambaVLA – Vision-Language-Action Model with State Space Architecture

  • VLA model using Mamba SSM + Eagle Vision Encoder + Qwen LLM
  • Handles complex manipulation & multi-step planning
  • Trained on LIBERO, Meta-World, RoboCasa tasks

πŸ”Ή DiffDAIL – Diffusion-based Imitation Learning

  • Diffusion policy learning for real robot tasks
  • Robust to multi-modal sensor noise
  • Applied on Franka and ViperX manipulators

πŸ”Ή LegMamba – Quadruped Locomotion with SSM

  • State-space locomotion model for Unitree Go2/A1
  • Stabilizes policies outdoors and on uneven terrain
  • Vision-conditioned gait modulation

πŸ”Ή Autonomous Manipulation & Multi-Robot Systems

  • Worked with Franka, ViperX, Go2, AGVs, diff-drive robots
  • Multi-arm coordination: Sim cube transfer, Libero tasks
  • RealSense RGB-D pipelines for grasping tasks

🌐 Links

πŸ”— Portfolio | πŸ™ GitHub


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  1. ACTfranka ACTfranka Public

    we modified the ACT’s architecture to meet the unique kinematic and sensory requirements of the Franka robot.

    Python 12 1

  2. Harvesting Harvesting Public

    This repository is dedicated to the development of a cucumber harvesting system that utilizes custom object detection with YOLOv11. After detecting cucumbers, we generate specific actions for two t…

    Python 3

  3. libero-to-Lerobot libero-to-Lerobot Public

    Python 1

  4. portfolio portfolio Public

    HTML

  5. MPC-ILC MPC-ILC Public

    Python 5

  6. Drone-Trajectory-Tracking Drone-Trajectory-Tracking Public

    Python 1 1