• Orchestrating Heterogeneous LLM Clusters: A Resilient Policy Engine Approach

  A research article discussing resource allocation, workload scheduling, and multi-objective policy engines for LLM inference on mixed compute systems.
• Optimizing Edge Computer Vision Pipelines with TensorRT

  A technical deep dive on porting PyTorch models, calibrating FP16 precision, and stabilizing execution loops under constrained GPU memory buffers.

• Undergraduate Research Assistant (Edge AI Systems)

  Dec 2025 - Present
  Department of Mechanical Engineering (MJCET) • Hyderabad, TG
  • Selected for an institution-funded R&D program under faculty supervision.
  • Built a complete edge AI system on NVIDIA Jetson Nano 4GB Developer Kit, integrating an IMX719 camera and soil sensors for real-time field operation.
• Undergraduate Researcher (R&D Program)

  March 2026 - Present
  Department of Mechanical Engineering (MJCET) • Hyderabad, TG
  • Design and implementation of an Adaptive Multi-Objective Policy Engine for Resilient Orchestration in Heterogeneous LLM Clusters.
  • Researching adaptive workload scheduling and hardware-aware resource allocation strategies for heterogeneous LLM inference systems.

• Smart Agri Four-Legged Bot (SAFL-B)

  A precision agriculture quadruped wheeled rover featuring real-time TensorRT weed detection, FEA structural validation, and multi-sensor telemetry.
• Deterministic Workspace Provisioning

  Infrastructure-as-code configuration pipelines for lightweight, reproducible Arch Linux desktop workstations using shell automation and Podman containers.

Let's Connect

• github /
• linkedin /
• murtazaofficial@protonmail.com