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    <loc>https://systemsofashish.com</loc>
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      <image:title>Ashish Kumar Verma | Youngest GDE India | Microsoft Engineer | AI Researcher</image:title>
      <image:caption>Ashish Kumar Verma (imdigitalashish) — youngest Google Developer Expert in India, youngest Microsoft Student Ambassador globally, Microsoft engineer, AI researcher. Panelist with PM Narendra Modi at Pariksha Pe Charcha 2025. Research adopted by University of Waterloo. Published in Springer Nature. Japan Sakura Science alumnus. Intel AI4Youth UNESCO scholar. NITI Aayog student mentor. Rashtriya Bal Vaigyanik Rank 1 (NCERT 2023). Microsoft Fastest Coder AIR 2. National Winner Web Technology and AI.</image:caption>
    </image:image>
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  <url>
    <loc>https://systemsofashish.com/blog</loc>
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      <image:loc>https://systemsofashish.com/images/posts/the-quant-mindset.svg</image:loc>
      <image:title>Blog by Ashish Kumar Verma – Youngest GDE India | Microsoft Engineer | AI Researcher</image:title>
      <image:caption>Essays, technical breakdowns, and research writing by Ashish Kumar Verma (imdigitalashish) — youngest Google Developer Expert in India, Microsoft engineer, Springer Nature published researcher, and Pariksha Pe Charcha panelist with PM Narendra Modi.</image:caption>
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    <loc>https://systemsofashish.com/project</loc>
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      <image:loc>https://systemsofashish.com/images/projects/llm-inference-engine-in-rust.svg</image:loc>
      <image:title>Projects by Ashish Kumar Verma – AI Research, Systems, and Experiments</image:title>
      <image:caption>Projects, experiments, and research prototypes by Ashish Kumar Verma (imdigitalashish) — youngest Google Developer Expert in India, Microsoft engineer, NITI Aayog student mentor, and Japan Sakura Science alumnus.</image:caption>
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  <url>
    <loc>https://systemsofashish.com/posts/the-quant-mindset</loc>
    <lastmod>2026-04-04T18:00:00.000Z</lastmod>
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    <image:image>
      <image:loc>https://systemsofashish.com/images/posts/the-quant-mindset.svg</image:loc>
      <image:title>The Quant Mindset Is Not About Math. It&apos;s About How You See Numbers. — by Ashish Kumar Verma (youngest GDE India, Microsoft engineer)</image:title>
      <image:caption>Two people can look at the same dataset and walk away with opposite conclusions. The difference is not intelligence. It is how they think about uncertainty, assumptions, and the structure behind the numbers.</image:caption>
    </image:image>
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  <url>
    <loc>https://systemsofashish.com/posts/markov-chains-the-algorithm-that-made-all-of-ai-possible</loc>
    <lastmod>2026-04-04T00:00:00.000Z</lastmod>
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    <priority>0.9</priority>
    <image:image>
      <image:loc>https://systemsofashish.com/images/posts/markov-chains-algorithm-that-made-ai-possible.svg</image:loc>
      <image:title>This Algorithm Made All of AI Possible. It Was Born From a Math Feud. — by Ashish Kumar Verma (youngest GDE India, Microsoft engineer)</image:title>
      <image:caption>A Russian mathematician picked a fight over free will, accidentally invented the most important idea in probability, and 120 years later it powers Google, nuclear physics, and every large language model you&apos;ve ever used. Here&apos;s how Markov chains actually work.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://systemsofashish.com/posts/hodgkin-huxley-most-important-equation-in-neuroscience</loc>
    <lastmod>2026-04-03T00:00:00.000Z</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.9</priority>
    <image:image>
      <image:loc>https://systemsofashish.com/images/posts/hodgkin-huxley-neuron-equation.svg</image:loc>
      <image:title>The Most Important Equation in Neuroscience Has Four Coupled Differential Equations — by Ashish Kumar Verma (youngest GDE India, Microsoft engineer)</image:title>
      <image:caption>I went down a neuroscience rabbit hole and rebuilt the Hodgkin-Huxley model from scratch. Four differential equations that describe how neurons fire, predicted molecular structures decades before anyone could see them, and won a Nobel Prize. Here&apos;s how they work, with interactive simulations.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://systemsofashish.com/posts/claude-code-source-map-story</loc>
    <lastmod>2026-04-01T05:00:00.000Z</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.8</priority>
    <image:image>
      <image:loc>https://systemsofashish.com/images/posts/claude-code-source-map-story.svg</image:loc>
      <image:title>The Claude Code Source Map Story Is Funny Until You Think About What It Means — by Ashish Kumar Verma (youngest GDE India, Microsoft engineer)</image:title>
      <image:caption>The Claude Code source map story turned into a public dunk fest, but the real lesson is about build hygiene, trust boundaries, and how exposed modern AI tools can get.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://systemsofashish.com/posts/i-predicted-firefox-math-random-dont-use-it-for-otps</loc>
    <lastmod>2026-03-31T05:00:00.000Z</lastmod>
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    <priority>0.8</priority>
    <image:image>
      <image:loc>https://systemsofashish.com/images/posts/dont-use-math-random-for-otps.svg</image:loc>
      <image:title>I Predicted Firefox&apos;s Math.random(). Don&apos;t Use It for OTPs. — by Ashish Kumar Verma (youngest GDE India, Microsoft engineer)</image:title>
      <image:caption>I took three Math.random() outputs from Firefox, recovered the internal PRNG state using Z3, and predicted the next values exactly. This is why OTPs must never use Math.random() — it is not random in any security sense.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://systemsofashish.com/posts/project-hail-mary-fuel-calculations</loc>
    <lastmod>2026-03-29T05:00:00.000Z</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.8</priority>
    <image:image>
      <image:loc>https://systemsofashish.com/images/posts/project-hail-mary-fuel-calculations.png</image:loc>
      <image:title>I Contacted the Author of Project Hail Mary About Wrong Fuel Calculations and He Agreed — by Ashish Kumar Verma (youngest GDE India, Microsoft engineer)</image:title>
      <image:caption>I recreated the relativistic fuel math from Project Hail Mary, found a stopping problem in the calculations, reached out to Andy Weir directly, and got confirmation of where the numbers went wrong. The ship doesn&apos;t stop — and here&apos;s the physics that explains why.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://systemsofashish.com/posts/everything-we-got-wrong-about-ai-coding-agents</loc>
    <lastmod>2026-03-28T05:00:00.000Z</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.8</priority>
    <image:image>
      <image:loc>https://systemsofashish.com/images/posts/ai-coding-agents.png</image:loc>
      <image:title>Everything I Got Wrong About AI Coding Agents — by Ashish Kumar Verma (youngest GDE India, Microsoft engineer)</image:title>
      <image:caption>A practical breakdown on what actually goes wrong with AI coding agents in production — from instruction overload and horizontal planning to why humans still need to do the real thinking. Written from experience shipping real systems at scale.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://systemsofashish.com/posts/save-yourself-from-something-bigger-is-happening</loc>
    <lastmod>2026-02-14T05:00:00.000Z</lastmod>
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    <priority>0.8</priority>
    <image:image>
      <image:loc>https://systemsofashish.com/images/posts/save-yourself-from-something-bigger-is-happening.png</image:loc>
      <image:title>Save Yourself from &apos;Something Bigger Is Happening&apos; — by Ashish Kumar Verma (youngest GDE India, Microsoft engineer)</image:title>
      <image:caption>A rebuttal to AI replacement hype from someone who builds production AI systems at scale — explaining why human judgment, architectural thinking, and oversight matter more than ever, and why trusting AI to replace you is the actual danger.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://systemsofashish.com/posts/post-1</loc>
    <lastmod>2022-04-04T05:00:00.000Z</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.8</priority>
    <image:image>
      <image:loc>https://systemsofashish.com/images/posts/create-a-signature-painting-drawing-app-using-javascript.png</image:loc>
      <image:title>Create a Signature Painting Drawing App using Javascript — by Ashish Kumar Verma (youngest GDE India, Microsoft engineer)</image:title>
      <image:caption>A step-by-step JavaScript and Canvas API tutorial for building a signature drawing app that lets users draw on a canvas and export the result as a PNG.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://systemsofashish.com/project/llm-inference-engine-in-rust</loc>
    <lastmod>2026-04-04T18:24:44.702Z</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.8</priority>
    <image:image>
      <image:loc>https://systemsofashish.com/images/projects/llm-inference-engine-in-rust.svg</image:loc>
      <image:title>LLM Inference Engine in Rust — Project by Ashish Kumar Verma (imdigitalashish)</image:title>
      <image:caption>A Rust-based LLM inference engine focused on efficient model execution, token generation, and low-level systems performance. — Built by Ashish Kumar Verma, youngest Google Developer Expert in India and Microsoft engineer.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://systemsofashish.com/project/namaste-screen</loc>
    <lastmod>2026-04-04T18:24:44.702Z</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.8</priority>
    <image:image>
      <image:loc>https://systemsofashish.com/images/projects/namaste-screen.svg</image:loc>
      <image:title>Namaste Screen — Project by Ashish Kumar Verma (imdigitalashish)</image:title>
      <image:caption>🚀 Introducing NamasteScreen: The Launcher That Fights Phone Addiction! 🇮🇳 🔥 Inspired by my conversation with Hon&apos;ble Prime Minister of India Narendra Modi about Digital Well-Being — Built by Ashish Kumar Verma, youngest Google Developer Expert in India and Microsoft engineer.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://systemsofashish.com/project/math-explainer-agent</loc>
    <lastmod>2026-04-04T18:24:44.702Z</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.8</priority>
    <image:image>
      <image:loc>https://systemsofashish.com/images/projects/math-explainer-agent.svg</image:loc>
      <image:title>Math Explainer Agent — Project by Ashish Kumar Verma (imdigitalashish)</image:title>
      <image:caption>This was converted into research by University of Waterloo — Built by Ashish Kumar Verma, youngest Google Developer Expert in India and Microsoft engineer.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://systemsofashish.com/project/multiverse-chat-engine</loc>
    <lastmod>2026-04-04T18:24:44.702Z</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.8</priority>
    <image:image>
      <image:loc>https://systemsofashish.com/images/projects/multiverse-chat-engine.svg</image:loc>
      <image:title>Multiverse Chat Engine — Project by Ashish Kumar Verma (imdigitalashish)</image:title>
      <image:caption>A branching conversation application for LLMs that stores chat as a tree, letting you fork conversations, regenerate responses, and explore multiple dialogue paths with Ollama. — Built by Ashish Kumar Verma, youngest Google Developer Expert in India and Microsoft engineer.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://systemsofashish.com/project/minecraft-ai</loc>
    <lastmod>2026-04-04T18:24:44.702Z</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.8</priority>
    <image:image>
      <image:loc>https://systemsofashish.com/images/projects/minecraft-ai.svg</image:loc>
      <image:title>Minecraft AI — Project by Ashish Kumar Verma (imdigitalashish)</image:title>
      <image:caption>AI playing Minecraft with me to test Minecraft civilization ideas and study how LLMs interact inside a human-based simulation. — Built by Ashish Kumar Verma, youngest Google Developer Expert in India and Microsoft engineer.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://systemsofashish.com/project/decentralized-mesh-model-training</loc>
    <lastmod>2026-04-04T18:24:44.702Z</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.8</priority>
    <image:image>
      <image:loc>https://systemsofashish.com/images/projects/decentralized-mesh-model-training.svg</image:loc>
      <image:title>Decentralized Mesh Model Training — Project by Ashish Kumar Verma (imdigitalashish)</image:title>
      <image:caption>A lightweight framework that allows multiple Android phones to collaboratively train a model without centralizing data, with secure aggregation, partial model updates, and mesh-style communication. — Built by Ashish Kumar Verma, youngest Google Developer Expert in India and Microsoft engineer.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://systemsofashish.com/project/long-term-memory-ai</loc>
    <lastmod>2026-04-04T18:24:44.702Z</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
    <image:image>
      <image:loc>https://systemsofashish.com/images/projects/long-term-memory-ai.svg</image:loc>
      <image:title>Long Term Memory AI — Project by Ashish Kumar Verma (imdigitalashish)</image:title>
      <image:caption>A practical long-term memory system for LLM agents that models working, episodic, semantic, and procedural memory to make multi-turn AI behavior more context-aware and capable. — Built by Ashish Kumar Verma, youngest Google Developer Expert in India and Microsoft engineer.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://systemsofashish.com/project/simulating-human-civilisation-in-minecraft</loc>
    <lastmod>2026-04-04T18:24:44.702Z</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
    <image:image>
      <image:loc>https://systemsofashish.com/images/projects/simulating-human-civilisation-in-minecraft.svg</image:loc>
      <image:title>Simulating Human Civilisation in Minecraft — Project by Ashish Kumar Verma (imdigitalashish)</image:title>
      <image:caption>Using LLM&apos;s and Minecraft we can create character&apos;s which are more than ncps — Built by Ashish Kumar Verma, youngest Google Developer Expert in India and Microsoft engineer.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://systemsofashish.com/project/minecraft-civilization</loc>
    <lastmod>2026-04-04T18:24:44.702Z</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
    <image:image>
      <image:loc>https://systemsofashish.com/images/projects/minecraft-civilization.svg</image:loc>
      <image:title>Minecraft Civilization — Project by Ashish Kumar Verma (imdigitalashish)</image:title>
      <image:caption>Simulating Human Civilisation With Minecraft — Built by Ashish Kumar Verma, youngest Google Developer Expert in India and Microsoft engineer.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://systemsofashish.com/project/blazfastchat</loc>
    <lastmod>2026-04-04T18:24:44.702Z</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
    <image:image>
      <image:loc>https://systemsofashish.com/images/projects/blazfastchat.svg</image:loc>
      <image:title>BlazFastChat — Project by Ashish Kumar Verma (imdigitalashish)</image:title>
      <image:caption>This chat app is made using Yew ( WebAssembly + Rust ) and Golang the fastest — Built by Ashish Kumar Verma, youngest Google Developer Expert in India and Microsoft engineer.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://systemsofashish.com/project/apple-wwdc-calculator</loc>
    <lastmod>2026-04-04T18:24:44.702Z</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
    <image:image>
      <image:loc>https://systemsofashish.com/images/projects/apple-wwdc-calculator.svg</image:loc>
      <image:title>Apple WWDC Calculator — Project by Ashish Kumar Verma (imdigitalashish)</image:title>
      <image:caption>Project by Ashish Kumar Verma (imdigitalashish), youngest GDE India and Microsoft engineer.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://systemsofashish.com/project/youtube-beyond-2x</loc>
    <lastmod>2026-04-04T18:24:44.702Z</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
    <image:image>
      <image:loc>https://systemsofashish.com/images/projects/youtube-beyond-2x.svg</image:loc>
      <image:title>Youtube Beyond 2x — Project by Ashish Kumar Verma (imdigitalashish)</image:title>
      <image:caption>Created a Extension that can help you finish the course 12x faster, ( FINISH not understand ) It can help you select the exact speed you want even 12.75x !! 😂😂😂 Here are the testimonials and FAQS, Source code below — Built by Ashish Kumar Verma, youngest Google Developer Expert in India and Microsoft engineer.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://systemsofashish.com/project/synthtextart-text-guided-image-translation-gans</loc>
    <lastmod>2026-04-04T18:24:44.702Z</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
    <image:image>
      <image:loc>https://systemsofashish.com/images/projects/synthtextart-text-guided-image-translation-gans.svg</image:loc>
      <image:title>SynthTextArt-Text-Guided-Image-Translation-GANS — Project by Ashish Kumar Verma (imdigitalashish)</image:title>
      <image:caption>Here I am just trying to implement this paper from scratch -&gt; https://arxiv.org/pdf/1611.07004.pdf — Built by Ashish Kumar Verma, youngest Google Developer Expert in India and Microsoft engineer.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://systemsofashish.com/project/scaler-invarient-feature-transform</loc>
    <lastmod>2026-04-04T18:24:44.702Z</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
    <image:image>
      <image:loc>https://systemsofashish.com/images/projects/scaler-invarient-feature-transform.svg</image:loc>
      <image:title>Scaler Invarient Feature Transform — Project by Ashish Kumar Verma (imdigitalashish)</image:title>
      <image:caption>Project by Ashish Kumar Verma (imdigitalashish), youngest GDE India and Microsoft engineer.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://systemsofashish.com/project/n-e-t-h-r-a</loc>
    <lastmod>2026-04-04T18:24:44.702Z</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
    <image:image>
      <image:loc>https://systemsofashish.com/images/projects/n-e-t-h-r-a.svg</image:loc>
      <image:title>N.E.T.H.R.A — Project by Ashish Kumar Verma (imdigitalashish)</image:title>
      <image:caption>N.E.T.H.R.A - Neural Emulated Terms Helping Resistance Assistance, A.I. that can help you in your office attedance through facial landmark detection — Built by Ashish Kumar Verma, youngest Google Developer Expert in India and Microsoft engineer.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://systemsofashish.com/project/particle-physics-system</loc>
    <lastmod>2026-04-04T18:24:44.702Z</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
    <image:image>
      <image:loc>https://systemsofashish.com/images/projects/particle-physics-system.svg</image:loc>
      <image:title>Particle Physics System — Project by Ashish Kumar Verma (imdigitalashish)</image:title>
      <image:caption>This project is inspired js-ts particle tried to implement on of their most popular effect from scratch no libraries — Built by Ashish Kumar Verma, youngest Google Developer Expert in India and Microsoft engineer.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://systemsofashish.com/project/vyavyam-mitra</loc>
    <lastmod>2026-04-04T18:24:44.702Z</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
    <image:image>
      <image:loc>https://systemsofashish.com/images/projects/vyavyam-mitra.svg</image:loc>
      <image:title>Vyavyam Mitra — Project by Ashish Kumar Verma (imdigitalashish)</image:title>
      <image:caption>Helps you to exercise with computer without needing a setup of AR VR — Built by Ashish Kumar Verma, youngest Google Developer Expert in India and Microsoft engineer.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://systemsofashish.com/project/gopherqueue-system</loc>
    <lastmod>2026-04-04T18:24:44.702Z</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
    <image:image>
      <image:loc>https://systemsofashish.com/images/projects/gopherqueue-system.svg</image:loc>
      <image:title>GopherQueue-System — Project by Ashish Kumar Verma (imdigitalashish)</image:title>
      <image:caption>GopherQueue-System is a Go-based asynchronous task processing system. It offers a simple API for queuing jobs and checking their status, using Gin for high performance. With concurrent workers and Docker support, GopherQueue-System efficiently handles time-consuming tasks, making it ideal for applications needing robust background job processing. — Built by Ashish Kumar Verma, youngest Google Developer Expert in India and Microsoft engineer.</image:caption>
    </image:image>
  </url>
</urlset>