<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Home on saurabh</title><link>https://unfoundbox.com/</link><description>Recent content in Home on saurabh</description><generator>Hugo</generator><language>en-gb</language><lastBuildDate>Mon, 15 Jun 2026 00:00:00 +0000</lastBuildDate><atom:link href="https://unfoundbox.com/index.xml" rel="self" type="application/rss+xml"/><item><title>India Data Center Capacity: Current Base, Pipeline, and What It Means</title><link>https://unfoundbox.com/posts/india-data-center-capacity/</link><pubDate>Mon, 15 Jun 2026 00:00:00 +0000</pubDate><guid>https://unfoundbox.com/posts/india-data-center-capacity/</guid><description>&lt;p>India&amp;rsquo;s data-center market is already at gigawatt scale, and the next wave is large enough to change the structure of the market.&lt;/p>
&lt;p>The research problem is that public numbers mix definitions. Some sources measure IT load. Some measure total power capacity. Some include only colocation. Others include broader campus announcements. If you force those into one clean number, you get false precision.&lt;/p>
&lt;p>The more useful planning view is a range.&lt;/p></description></item><item><title>The Future of AI: A Map of Disagreement</title><link>https://unfoundbox.com/posts/ai-future-landscape/</link><pubDate>Mon, 15 Jun 2026 00:00:00 +0000</pubDate><guid>https://unfoundbox.com/posts/ai-future-landscape/</guid><description>&lt;p>The smartest people in AI agree on one thing: this matters enormously. After that, the map breaks apart.&lt;/p>
&lt;p>Some expect a fast intelligence explosion. Some expect a sharp but continuous acceleration. Some think the current path is overhyped, bottlenecked by the physical world, or missing the architecture required for real general intelligence. The honest landscape is not a single forecast. It is a map of disagreements between people who have thought about the problem seriously.&lt;/p></description></item><item><title>DIY Smart Robot With a Local Gemma Brain</title><link>https://unfoundbox.com/posts/diy-smart-robot-gemma/</link><pubDate>Tue, 09 Jun 2026 00:00:00 +0000</pubDate><guid>https://unfoundbox.com/posts/diy-smart-robot-gemma/</guid><description>&lt;p>&lt;img src="https://unfoundbox.com/posts/diy-smart-robot-gemma/cover.png" alt="A finished reference build: small rover, local AI workstation, camera, distance sensor, speaker, and safe wiring.">&lt;/p>
&lt;p>The best way to build a small AI robot is to keep the architecture boring.&lt;/p>
&lt;p>Use the local model for high-level reasoning, explanations, and plans. Use deterministic firmware for timing, motor control, watchdogs, limits, and emergency stop. The model should never drive motors directly.&lt;/p>
&lt;p>That separation is the whole project.&lt;/p>
&lt;h2 id="goal">Goal&lt;/h2>
&lt;p>Build a small rover that can:&lt;/p></description></item><item><title>Local Inference on WebGPU: Where Small Models Actually Win</title><link>https://unfoundbox.com/posts/webgpu-local-inference/</link><pubDate>Sun, 07 Jun 2026 00:00:00 +0000</pubDate><guid>https://unfoundbox.com/posts/webgpu-local-inference/</guid><description>&lt;p>The exciting version of browser AI is not &amp;ldquo;run a giant chatbot in a tab.&amp;rdquo; The useful version is narrower and more practical:&lt;/p>
&lt;blockquote>
&lt;p>Train or fine-tune a small model in Python, export it to ONNX or a browser-friendly runtime, and run the loop locally through WebGPU.&lt;/p>&lt;/blockquote>
&lt;p>As of this research snapshot, that loop is real enough to build with. The advantage is not universal, but in a few cases it is decisive: private data stays on device, latency drops below the threshold where interaction feels live, server cost goes to zero, and offline use becomes possible.&lt;/p></description></item><item><title>Ideas at the intersection of newer web standards</title><link>https://unfoundbox.com/posts/web-standards/web-standards/</link><pubDate>Sat, 01 Mar 2025 00:00:00 +0000</pubDate><guid>https://unfoundbox.com/posts/web-standards/web-standards/</guid><description>&lt;h2 id="web-api-market-opportunity-analysis-report">Web API Market Opportunity Analysis Report&lt;/h2>
&lt;h2 id="opportunity-analysis-matrix">Opportunity Analysis Matrix&lt;/h2>
&lt;table>
 &lt;thead>
 &lt;tr>
 &lt;th>Concept&lt;/th>
 &lt;th>Core Technologies&lt;/th>
 &lt;th>Market Opportunity&lt;/th>
 &lt;th>Target Segments&lt;/th>
 &lt;th>Technical Feasibility&lt;/th>
 &lt;th>Time to Market&lt;/th>
 &lt;th>Market Size (5yr)&lt;/th>
 &lt;th>Monetization Potential&lt;/th>
 &lt;th>Key Differentiator&lt;/th>
 &lt;th>Primary Challenge&lt;/th>
 &lt;/tr>
 &lt;/thead>
 &lt;tbody>
 &lt;tr>
 &lt;td>&lt;strong>Real-time Collaborative Video Editing&lt;/strong>&lt;/td>
 &lt;td>WebCodecs, WebGPU, WebTransport&lt;/td>
 &lt;td>Disruption of professional video editing market with browser-based tools&lt;/td>
 &lt;td>Creative professionals, prosumers, education&lt;/td>
 &lt;td>Medium-High&lt;/td>
 &lt;td>12-18 months&lt;/td>
 &lt;td>$5-7B&lt;/td>
 &lt;td>High (SaaS, freemium)&lt;/td>
 &lt;td>Zero-install professional editing&lt;/td>
 &lt;td>Complex UI requirements and workflow matching&lt;/td>
 &lt;/tr>
 &lt;tr>
 &lt;td>&lt;strong>Distributed AI Video Enhancement&lt;/strong>&lt;/td>
 &lt;td>WebCodecs, WebGPU, WebTransport, WebNN&lt;/td>
 &lt;td>Democratizing high-end video enhancement without cloud costs&lt;/td>
 &lt;td>Content creators, post-production houses&lt;/td>
 &lt;td>Medium&lt;/td>
 &lt;td>18-24 months&lt;/td>
 &lt;td>$3-4B&lt;/td>
 &lt;td>Medium-High (usage-based)&lt;/td>
 &lt;td>Distributed processing reduces cloud costs&lt;/td>
 &lt;td>Ensuring consistent quality across device types&lt;/td>
 &lt;/tr>
 &lt;tr>
 &lt;td>&lt;strong>Low-Latency AR Conferencing&lt;/strong>&lt;/td>
 &lt;td>WebCodecs, WebGPU, WebTransport, WebXR&lt;/td>
 &lt;td>Next-generation immersive meetings beyond traditional video calls&lt;/td>
 &lt;td>Enterprise, education, remote work&lt;/td>
 &lt;td>Medium-High&lt;/td>
 &lt;td>12-18 months&lt;/td>
 &lt;td>$8-12B&lt;/td>
 &lt;td>High (enterprise SaaS)&lt;/td>
 &lt;td>True sense of presence without specialized hardware&lt;/td>
 &lt;td>Network variability management&lt;/td>
 &lt;/tr>
 &lt;tr>
 &lt;td>&lt;strong>Browser-Based Cloud Gaming&lt;/strong>&lt;/td>
 &lt;td>WebGPU, WebTransport, WebCodecs&lt;/td>
 &lt;td>Expanding gaming access without downloads or specialized hardware&lt;/td>
 &lt;td>Casual gamers, emerging markets&lt;/td>
 &lt;td>High&lt;/td>
 &lt;td>6-12 months&lt;/td>
 &lt;td>$15-20B&lt;/td>
 &lt;td>Very High (subscription, in-game)&lt;/td>
 &lt;td>Instant play without friction&lt;/td>
 &lt;td>Latency guarantees for competitive play&lt;/td>
 &lt;/tr>
 &lt;tr>
 &lt;td>&lt;strong>Interactive Live Streaming&lt;/strong>&lt;/td>
 &lt;td>WebCodecs, WebGPU, WebTransport&lt;/td>
 &lt;td>Transforming passive viewing into participatory experiences&lt;/td>
 &lt;td>Content creators, entertainment, education&lt;/td>
 &lt;td>Medium&lt;/td>
 &lt;td>12-15 months&lt;/td>
 &lt;td>$10-12B&lt;/td>
 &lt;td>High (tips, subscriptions, advertising)&lt;/td>
 &lt;td>Real-time audience interaction beyond chat&lt;/td>
 &lt;td>Scaling to millions of concurrent users&lt;/td>
 &lt;/tr>
 &lt;tr>
 &lt;td>&lt;strong>Edge-Distributed Video Intelligence&lt;/strong>&lt;/td>
 &lt;td>WebNN, WebGPU, WebCodecs, WebTransport&lt;/td>
 &lt;td>Privacy-preserving video analytics without cloud transmission&lt;/td>
 &lt;td>Retail, security, manufacturing&lt;/td>
 &lt;td>Medium-Low&lt;/td>
 &lt;td>18-24 months&lt;/td>
 &lt;td>$4-6B&lt;/td>
 &lt;td>Medium (B2B licensing)&lt;/td>
 &lt;td>On-device processing preserves privacy&lt;/td>
 &lt;td>Consistent analysis across device capabilities&lt;/td>
 &lt;/tr>
 &lt;tr>
 &lt;td>&lt;strong>Real-time Federated Learning Platform&lt;/strong>&lt;/td>
 &lt;td>WebNN, WebGPU, WebTransport&lt;/td>
 &lt;td>Machine learning without data centralization&lt;/td>
 &lt;td>Healthcare, finance, sensitive data industries&lt;/td>
 &lt;td>Low-Medium&lt;/td>
 &lt;td>24-36 months&lt;/td>
 &lt;td>$2-3B&lt;/td>
 &lt;td>Medium (B2B, usage-based)&lt;/td>
 &lt;td>Training ML models without exposing raw data&lt;/td>
 &lt;td>Complex implementation and model convergence&lt;/td>
 &lt;/tr>
 &lt;tr>
 &lt;td>&lt;strong>AI-Assisted Content Creation Studio&lt;/strong>&lt;/td>
 &lt;td>WebLLM, WebNN, WebGPU, WebCodecs&lt;/td>
 &lt;td>End-to-end content creation with AI assistance&lt;/td>
 &lt;td>Creators, marketing, small businesses&lt;/td>
 &lt;td>Medium-High&lt;/td>
 &lt;td>12-18 months&lt;/td>
 &lt;td>$7-10B&lt;/td>
 &lt;td>High (tiered SaaS)&lt;/td>
 &lt;td>Complete creation suite with generative AI&lt;/td>
 &lt;td>Balancing automation with creative control&lt;/td>
 &lt;/tr>
 &lt;tr>
 &lt;td>&lt;strong>Multimodal Interactive Streaming&lt;/strong>&lt;/td>
 &lt;td>WebNN, WebGPU, WebTransport, WebCodecs&lt;/td>
 &lt;td>Beyond passive viewing with multi-sense engagement&lt;/td>
 &lt;td>Gaming, education, entertainment&lt;/td>
 &lt;td>Medium&lt;/td>
 &lt;td>18-24 months&lt;/td>
 &lt;td>$5-8B&lt;/td>
 &lt;td>Medium-High (premium content)&lt;/td>
 &lt;td>Multi-sensory participation&lt;/td>
 &lt;td>Designing intuitive interaction models&lt;/td>
 &lt;/tr>
 &lt;tr>
 &lt;td>&lt;strong>Personalized WebXR Experiences&lt;/strong>&lt;/td>
 &lt;td>WebNN, WebGPU, WebTransport, WebXR&lt;/td>
 &lt;td>Custom immersive experiences adapting to each user&lt;/td>
 &lt;td>Retail, tourism, education, entertainment&lt;/td>
 &lt;td>Low-Medium&lt;/td>
 &lt;td>24-30 months&lt;/td>
 &lt;td>$6-9B&lt;/td>
 &lt;td>Medium (venue licensing, premium content)&lt;/td>
 &lt;td>Truly personalized shared experiences&lt;/td>
 &lt;td>Complex orchestration of shared/personal elements&lt;/td>
 &lt;/tr>
 &lt;/tbody>
&lt;/table>
&lt;h2 id="breakthrough-high-potential-opportunities">Breakthrough High-Potential Opportunities&lt;/h2>
&lt;table>
 &lt;thead>
 &lt;tr>
 &lt;th>Concept&lt;/th>
 &lt;th>Core Technologies&lt;/th>
 &lt;th>Market Opportunity&lt;/th>
 &lt;th>Target Segments&lt;/th>
 &lt;th>Technical Feasibility&lt;/th>
 &lt;th>Time to Market&lt;/th>
 &lt;th>Market Size (5yr)&lt;/th>
 &lt;th>Monetization Potential&lt;/th>
 &lt;th>Key Differentiator&lt;/th>
 &lt;th>Primary Challenge&lt;/th>
 &lt;/tr>
 &lt;/thead>
 &lt;tbody>
 &lt;tr>
 &lt;td>&lt;strong>Neural Browser Engine&lt;/strong>&lt;/td>
 &lt;td>WebNN, WebGPU, WebAssembly, WebTransport&lt;/td>
 &lt;td>AI-native browser capabilities revolutionizing web interaction&lt;/td>
 &lt;td>All digital users, enterprise&lt;/td>
 &lt;td>Low-Medium&lt;/td>
 &lt;td>24-36 months&lt;/td>
 &lt;td>$25-30B&lt;/td>
 &lt;td>Very High (ecosystem, licensing)&lt;/td>
 &lt;td>Fundamentally new interaction paradigm&lt;/td>
 &lt;td>Technical complexity and standardization&lt;/td>
 &lt;/tr>
 &lt;tr>
 &lt;td>&lt;strong>Decentralized Creator Economy Platform&lt;/strong>&lt;/td>
 &lt;td>WebGPU, WebTransport, WebNN, WebCodecs&lt;/td>
 &lt;td>Creator-owned, browser-based content economy without platforms&lt;/td>
 &lt;td>Content creators, consumers&lt;/td>
 &lt;td>Medium&lt;/td>
 &lt;td>18-24 months&lt;/td>
 &lt;td>$20-25B&lt;/td>
 &lt;td>Very High (transaction fees)&lt;/td>
 &lt;td>Direct creator-consumer relationship without intermediaries&lt;/td>
 &lt;td>Building critical mass of creators and users&lt;/td>
 &lt;/tr>
 &lt;tr>
 &lt;td>&lt;strong>Spatial Web Workspace&lt;/strong>&lt;/td>
 &lt;td>WebXR, WebGPU, WebNN, WebTransport&lt;/td>
 &lt;td>3D operating system in the browser for collaborative work&lt;/td>
 &lt;td>Enterprise, knowledge workers&lt;/td>
 &lt;td>Medium-Low&lt;/td>
 &lt;td>24-36 months&lt;/td>
 &lt;td>$15-20B&lt;/td>
 &lt;td>High (enterprise subscription)&lt;/td>
 &lt;td>Reimagining productivity beyond 2D paradigms&lt;/td>
 &lt;td>UX design for 3D productivity&lt;/td>
 &lt;/tr>
 &lt;/tbody>
&lt;/table>
&lt;h2 id="detailed-opportunity-analysis">Detailed Opportunity Analysis&lt;/h2>
&lt;h3 id="top-3-opportunities-by-overall-potential">Top 3 Opportunities by Overall Potential:&lt;/h3>
&lt;ol>
&lt;li>
&lt;p>&lt;strong>Browser-Based Cloud Gaming&lt;/strong>&lt;/p></description></item><item><title>How I Went from a Small Town Kid to Working on Cutting-Edge AI</title><link>https://unfoundbox.com/posts/sabattical/sabbatical/</link><pubDate>Mon, 24 Feb 2025 00:00:00 +0000</pubDate><guid>https://unfoundbox.com/posts/sabattical/sabbatical/</guid><description>&lt;p>So here&amp;rsquo;s my story - I grew up in a small town in Rajasthan, raised by my kickass single mom and elder sister. School was my thing, and when I hit 11th grade, I fell hard for C++ programming. Like every other Indian kid with decent grades, I ended up at Allen Institute Kota for IIT-JEE prep. Spoiler alert: The pressure cooker environment there? Yeah, not my scene.&lt;/p>
&lt;p>Landed at BIT Bangalore for telecommunications engineering instead. Failed a year - but honestly? That turned out to be a blessing in disguise. Instead of moping around, I hit the gym and dove deep into programming classes. Best decision ever.&lt;/p></description></item><item><title>Nomading</title><link>https://unfoundbox.com/pages/nomading/nomading/</link><pubDate>Sun, 12 Jan 2025 00:00:00 +0000</pubDate><guid>https://unfoundbox.com/pages/nomading/nomading/</guid><description>&lt;p>vectorly team offsite in koh phangan&lt;/p>
&lt;p>hopin team offsite in cancun&lt;/p>
&lt;p>mini euro trip&lt;/p>
&lt;p>digital nomading in south east asia&lt;/p>
&lt;p>living in bangkok for 3 months&lt;/p>
&lt;p>living in da nang for 1 month&lt;/p>
&lt;!-- insert image of me in da nang --></description></item><item><title>About</title><link>https://unfoundbox.com/pages/about/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>https://unfoundbox.com/pages/about/</guid><description>&lt;p>Hey there fellow startup builder! I have been an early stage engineer with some product chops for around 8 years now having worked with a half dozen startups from bootstrapped/pre-seed funded to unicorns.&lt;/p>
&lt;p>My base is in my hometown Udaipur, India and I have been exploring digital nomad lifestyle traveling around south east Asia from last couple of years.&lt;/p>
&lt;p>I&amp;rsquo;m at a stage in my life / career where I want to double down on working towards things that I&amp;rsquo;m really passionate about and gives me a sense of purpose.&lt;/p></description></item></channel></rss>