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Human and Robot friend

Robot Economics: When Do Robots Beat Humans? ROI Guide

Posted on May 5, 2026May 5, 2026 by Mrukant Popat

Introduction For decades, automation has promised efficiency, scale, and precision. Robot economics shows that in many real-world scenarios, humans still outperform robots in flexibility, decision-making, and cost effectiveness, especially in early stages. Although, according to industry reports from the International Federation of Robotics (IFR), automation adoption continues to accelerate globally. McKinsey Global Institute highlights that…

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Nvidia Vera Rubin Superchip

πŸš€ NVIDIA Vera Rubin Superchip: From GTC 2026 to AI Factories

Posted on March 23, 2026March 23, 2026 by Mrukant Popat

I attended NVIDIA GTC 2026 last week, where I explored the future of AI infrastructure firsthand. The NVIDIA Vera Rubin Superchip stood out as the most important innovation, redefining how AI data centers are built and scaled. In this blog, I break down its architecture, specs, and real-world deployment based on what I observed. The…

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Media security, transport, decode and render

Posted on February 25, 2026February 26, 2026 by Mrukant Popat

Encoding. Encrypting. Transporting over HTTP.Receiving. Decrypting. Decoding. Rendering to surface. Syncing audio. At scale. I’ve had the privilege of shipping software that has run on 100M+ devices globally, from set-top boxes, IoT hubs / sensors, automotive ECUs, 5G network CPEs to deeply embedded Linux systems. A good portion of that work was in the media…

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NVIDIA GPU Deep Dive : Tensor and Ray Tracing Cores

Posted on May 8, 2025May 8, 2025 by Mrukant Popat

This blog is Part 3 in our Nvidia GPU blog series. In Parts 1 and 2, we explored the fundamentals of NVIDIA GPU architecture: from CUDA cores to streaming multiprocessors (SMs) and warp schedulers. Today, we transition into what sets modern NVIDIA GPUs apart-the Tensor Cores and Ray Tracing (RT) Cores-two hardware innovations that fuel…

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Deep Dive into GPU Compute Hierarchy

Posted on May 1, 2025May 1, 2025 by Mrukant Popat

Modern NVIDIA GPUs are feats of hierarchical design, optimized to maximize parallelism, minimize latency, and deliver staggering computational throughput. Building upon Part 1, which introduced the high-level architecture of NVIDIA GPUs, this is Part2 – a Deep dive into GPU Compute Hierarchy: Graphics Processing Clusters (GPCs), Texture Processing Clusters (TPCs), Streaming Multiprocessors (SMs), and CUDA…

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Timeline from Transformers to LLMs and Agentic AI

Posted on March 11, 2025April 23, 2025 by Mrukant Popat

Since the groundbreaking 2017 paper “Attention is All You Need” introduced the Transformer architecture, the field of artificial intelligence has undergone a rapid and transformative evolution. This blog post will explore the chronology of important events that have shaped the AI landscape, leading up to the current era of Large Language Models (LLMs) and agentic…

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Hand written notes on Neural Networks and ML course by Andrew Ng

Posted on June 25, 2024June 25, 2024 by Mrukant Popat

About 2018 when I started working on Machine learning I took many courses. Here are my hand written notes on Neural Networks and ML course by Andrew Ng. It focuses on the fundamental concepts covered in the course, including Logistic Regression, Neural Networks, and Softmax Regression. Buckle up for some equations and diagrams! Part 1:…

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Recent Posts

  • Robot Economics: When Do Robots Beat Humans? ROI GuideMay 5, 2026
  • πŸš€ NVIDIA Vera Rubin Superchip: From GTC 2026 to AI FactoriesMarch 23, 2026
  • Media security, transport, decode and renderFebruary 25, 2026
  • NVIDIA GPU Deep Dive : Tensor and Ray Tracing CoresMay 8, 2025
  • Deep Dive into GPU Compute HierarchyMay 1, 2025
  • βœ… Introduction to NVIDIA GPU Architecture: Hierarchy, Cores, and ParallelismApril 22, 2025
  • πŸ”„ Google’s Agent2Agent (A2A) Protocol: A New Era of AI Agent InteroperabilityApril 9, 2025
  • Timeline from Transformers to LLMs and Agentic AIMarch 11, 2025
  • A Deep Dive into PyTorch’s GPU Memory ManagementSeptember 3, 2024
  • πŸš€ The Evolution of YOLO πŸš€August 27, 2024
  • Basic Machine Learning Optimization AlgorithmsJuly 6, 2024
  • Hand written notes on Neural Networks and ML course by Andrew NgJune 25, 2024
  • How to Compile Linux kernelApril 4, 2024
  • Rust Programming Language learning roadmapMarch 26, 2024
  • BERYL – new breakthrough Acoustic Echo Cancellation by MetaMarch 22, 2024
  • Demystifying WebRTCMarch 21, 2024
  • How to succeed at workMarch 7, 2024
  • NTP – Network Time ProtocolMarch 6, 2024
  • My car has a digital twin !February 26, 2024
  • How to (or not to) hireFebruary 21, 2024
  • IPv6 – NDP, SLAAC and static routingFebruary 20, 2024
  • Types of IPv6 addressesFebruary 15, 2024
  • What is Null and Alternative HypothesisDecember 12, 2023
  • Supervised Machine Learning for BeginnersNovember 24, 2023
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