<?xml version="1.0" encoding="UTF-8"?>
<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9" xmlns:video="http://www.google.com/schemas/sitemap-video/1.1">
<url>
<loc>https://kunjshah.in</loc>
<lastmod>2026-11-03T00:00:00.000Z</lastmod>
<changefreq>weekly</changefreq>
<priority>1</priority>
</url>
<url>
<loc>https://kunjshah.in/projects</loc>
<changefreq>weekly</changefreq>
<priority>0.95</priority>
</url>
<url>
<loc>https://kunjshah.in/about</loc>
<changefreq>monthly</changefreq>
<priority>0.85</priority>
</url>
<url>
<loc>https://kunjshah.in/skills</loc>
<changefreq>monthly</changefreq>
<priority>0.85</priority>
</url>
<url>
<loc>https://kunjshah.in/writing</loc>
<lastmod>2026-11-03T00:00:00.000Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.85</priority>
</url>
<url>
<loc>https://kunjshah.in/experience</loc>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://kunjshah.in/hackathons</loc>
<changefreq>yearly</changefreq>
<priority>0.75</priority>
</url>
<url>
<loc>https://kunjshah.in/open-source</loc>
<changefreq>daily</changefreq>
<priority>0.75</priority>
</url>
<url>
<loc>https://kunjshah.in/labs</loc>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://kunjshah.in/manifesto</loc>
<changefreq>yearly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://kunjshah.in/education</loc>
<changefreq>yearly</changefreq>
<priority>0.65</priority>
</url>
<url>
<loc>https://kunjshah.in/ai-developer-ahmedabad</loc>
<changefreq>monthly</changefreq>
<priority>0.9</priority>
</url>
<url>
<loc>https://kunjshah.in/ai-agent-development</loc>
<changefreq>monthly</changefreq>
<priority>0.85</priority>
</url>
<url>
<loc>https://kunjshah.in/rag-development</loc>
<changefreq>monthly</changefreq>
<priority>0.85</priority>
</url>
<url>
<loc>https://kunjshah.in/contact</loc>
<changefreq>yearly</changefreq>
<priority>0.75</priority>
</url>
<url>
<loc>https://kunjshah.in/cite</loc>
<changefreq>yearly</changefreq>
<priority>0.55</priority>
</url>
<url>
<loc>https://kunjshah.in/privacy</loc>
<changefreq>yearly</changefreq>
<priority>0.2</priority>
</url>
<url>
<loc>https://kunjshah.in/terms</loc>
<changefreq>yearly</changefreq>
<priority>0.2</priority>
</url>
<url>
<loc>https://kunjshah.in/projects/walkcast</loc>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://kunjshah.in/projects/onramp</loc>
<video:video>
<video:title>OnRamp product demo</video:title>
<video:thumbnail_loc>https://kunjshah.in/videos/onramp.jpg</video:thumbnail_loc>
<video:description>A 30-second walkthrough of OnRamp. Turns any GitHub repo into a live onboarding program. A nine-step autopilot parses the codebase into a dependency and entity graph, routes every model call free-tier-first, then turns what it finds into issues, tasks, PRs, and senior reviews.</video:description>
<video:content_loc>https://kunjshah.in/videos/onramp.mp4</video:content_loc>
<video:duration>30</video:duration>
<video:publication_date>2026-10-10T22:59:50+05:30</video:publication_date>
<video:family_friendly>yes</video:family_friendly>
</video:video>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://kunjshah.in/projects/benchmax</loc>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://kunjshah.in/projects/archmind-ai</loc>
<video:video>
<video:title>ArchMind AI product demo</video:title>
<video:thumbnail_loc>https://kunjshah.in/videos/archmind-ai.jpg</video:thumbnail_loc>
<video:description>A 30-second walkthrough of ArchMind AI. An AI staff architect for engineering teams. Submit a Mermaid or PlantUML diagram, an image, a PDF or a URL, and seven specialized agents score it across scalability, security, reliability, performance, cost, maintainability and observability, then simulate component failures, propose redesigns against blueprints like Cost Optimized or Multi-Region, and audit your Terraform, Kubernetes and OpenAPI specs.</video:description>
<video:content_loc>https://kunjshah.in/videos/archmind-ai.mp4</video:content_loc>
<video:duration>30</video:duration>
<video:publication_date>2026-09-28T07:10:00+05:30</video:publication_date>
<video:family_friendly>yes</video:family_friendly>
</video:video>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://kunjshah.in/projects/engineeros</loc>
<video:video>
<video:title>EngineerOS product demo</video:title>
<video:thumbnail_loc>https://kunjshah.in/videos/engineeros.jpg</video:thumbnail_loc>
<video:description>A 30-second walkthrough of EngineerOS. One workspace for notes, tasks, projects and a knowledge graph, with semantic search and a multi-agent assistant that cites its sources.</video:description>
<video:content_loc>https://kunjshah.in/videos/engineeros.mp4</video:content_loc>
<video:duration>30</video:duration>
<video:publication_date>2026-09-28T07:10:00+05:30</video:publication_date>
<video:family_friendly>yes</video:family_friendly>
</video:video>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://kunjshah.in/projects/estate360</loc>
<video:video>
<video:title>Estate360 product demo</video:title>
<video:thumbnail_loc>https://kunjshah.in/videos/estate360.jpg</video:thumbnail_loc>
<video:description>A 30-second walkthrough of Estate360. Multi-tenant real-estate CRM for builders and brokerages: lead capture, kanban deals, tower/floor/unit inventory, cost sheets, bookings, milestone payments with UPI reconciliation, and a token-scoped buyer portal.</video:description>
<video:content_loc>https://kunjshah.in/videos/estate360.mp4</video:content_loc>
<video:duration>30</video:duration>
<video:publication_date>2026-10-10T22:59:50+05:30</video:publication_date>
<video:family_friendly>yes</video:family_friendly>
</video:video>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://kunjshah.in/projects/lattice</loc>
<video:video>
<video:title>Lattice product demo</video:title>
<video:thumbnail_loc>https://kunjshah.in/videos/lattice.jpg</video:thumbnail_loc>
<video:description>A 30-second walkthrough of Lattice. A curated, stack-ordered index of the infrastructure behind production AI systems: 112 tools across 9 layers, a page per tool, head-to-head comparisons, and 11 essays on the architectural decisions behind them.</video:description>
<video:content_loc>https://kunjshah.in/videos/lattice.mp4</video:content_loc>
<video:duration>30</video:duration>
<video:publication_date>2026-10-10T22:59:50+05:30</video:publication_date>
<video:family_friendly>yes</video:family_friendly>
</video:video>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://kunjshah.in/projects/offerguard-ai</loc>
<video:video>
<video:title>OfferGuard AI product demo</video:title>
<video:thumbnail_loc>https://kunjshah.in/videos/offerguard-ai.jpg</video:thumbnail_loc>
<video:description>A 30-second walkthrough of OfferGuard AI. Paste a JD, offer, or recruiter chat and get toxicity, burnout, salary-fairness, ghost-hiring, and negotiation analysis in under three seconds.</video:description>
<video:content_loc>https://kunjshah.in/videos/offerguard-ai.mp4</video:content_loc>
<video:duration>30</video:duration>
<video:publication_date>2026-09-28T07:10:00+05:30</video:publication_date>
<video:family_friendly>yes</video:family_friendly>
</video:video>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://kunjshah.in/projects/equitylens</loc>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://kunjshah.in/projects/learnai</loc>
<video:video>
<video:title>LearnAI product demo</video:title>
<video:thumbnail_loc>https://kunjshah.in/videos/learnai.jpg</video:thumbnail_loc>
<video:description>A 25-second walkthrough of LearnAI. Adaptive learning platform with conversational tutoring, multi-provider LLM orchestration, and proficiency estimation via spaced repetition.</video:description>
<video:content_loc>https://kunjshah.in/videos/learnai.mp4</video:content_loc>
<video:duration>25</video:duration>
<video:publication_date>2026-09-28T07:10:00+05:30</video:publication_date>
<video:family_friendly>yes</video:family_friendly>
</video:video>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://kunjshah.in/projects/smartflow-ai</loc>
<video:video>
<video:title>SmartFlow AI product demo</video:title>
<video:thumbnail_loc>https://kunjshah.in/videos/smartflow-ai.jpg</video:thumbnail_loc>
<video:description>A 30-second walkthrough of SmartFlow AI. Real-time crowd monitoring with live heatmaps, wait-time prediction, and routing recommendations.</video:description>
<video:content_loc>https://kunjshah.in/videos/smartflow-ai.mp4</video:content_loc>
<video:duration>30</video:duration>
<video:publication_date>2026-09-28T07:10:00+05:30</video:publication_date>
<video:family_friendly>yes</video:family_friendly>
</video:video>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://kunjshah.in/projects/resumemaster-ai</loc>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://kunjshah.in/projects/sentinel-cli</loc>
<video:video>
<video:title>SENTINEL CLI product demo</video:title>
<video:thumbnail_loc>https://kunjshah.in/videos/sentinel-cli.jpg</video:thumbnail_loc>
<video:description>A 30-second walkthrough of SENTINEL CLI. Automated security auditor that unifies 13+ analyzers into a single CLI workflow with cross-tool correlation and plain-language LLM summaries.</video:description>
<video:content_loc>https://kunjshah.in/videos/sentinel-cli.mp4</video:content_loc>
<video:duration>30</video:duration>
<video:publication_date>2026-09-28T07:10:00+05:30</video:publication_date>
<video:family_friendly>yes</video:family_friendly>
</video:video>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://kunjshah.in/projects/railway-inspection</loc>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://kunjshah.in/projects/archmind-research-agent</loc>
<video:video>
<video:title>ArchMind Research Agent product demo</video:title>
<video:thumbnail_loc>https://kunjshah.in/videos/archmind-research-agent.jpg</video:thumbnail_loc>
<video:description>A 29-second walkthrough of ArchMind Research Agent. Autonomous research agent that plans a query, searches and scrapes the web, normalizes sources, and writes a cited report with verifiable provenance.</video:description>
<video:content_loc>https://kunjshah.in/videos/archmind-research-agent.mp4</video:content_loc>
<video:duration>29</video:duration>
<video:publication_date>2026-10-10T22:59:50+05:30</video:publication_date>
<video:family_friendly>yes</video:family_friendly>
</video:video>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://kunjshah.in/projects/gap-miner</loc>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://kunjshah.in/projects/upi-fraud-guard</loc>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://kunjshah.in/projects/minbpe-tokenizer</loc>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://kunjshah.in/writing/how-much-does-an-ai-agent-cost-india</loc>
<lastmod>2026-11-03T00:00:00.000Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://kunjshah.in/writing/ai-agent-development-guide</loc>
<lastmod>2026-11-02T00:00:00.000Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://kunjshah.in/writing/building-ai-agents-that-handle-captchas</loc>
<lastmod>2026-11-01T00:00:00.000Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://kunjshah.in/writing/langgraph-vs-crewai</loc>
<lastmod>2026-10-30T00:00:00.000Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://kunjshah.in/writing/rag-implementation-best-practices</loc>
<lastmod>2026-10-29T00:00:00.000Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://kunjshah.in/writing/how-long-does-it-take-to-build-an-ai-agent</loc>
<lastmod>2026-10-27T00:00:00.000Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://kunjshah.in/writing/yolov8-vs-tensorrt</loc>
<lastmod>2026-10-24T00:00:00.000Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://kunjshah.in/writing/edge-computer-vision-realized</loc>
<lastmod>2026-10-20T00:00:00.000Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://kunjshah.in/writing/the-internet-was-built-for-humans-ai-agents-are-breaking-that</loc>
<lastmod>2026-10-19T03:31:01.000Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://kunjshah.in/writing/why-agent-success-claims-fail-verification</loc>
<lastmod>2026-10-17T00:00:00.000Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://kunjshah.in/writing/my-owasp-journey</loc>
<lastmod>2026-10-15T00:00:00.000Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://kunjshah.in/writing/serverful-vs-serverless-architecture-understanding-the-trade</loc>
<lastmod>2026-10-13T20:31:01.000Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://kunjshah.in/writing/semantic-vs-exact-caching-llm</loc>
<lastmod>2026-10-13T00:00:00.000Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://kunjshah.in/writing/multi-provider-llm-fallback-playbook</loc>
<lastmod>2026-10-11T00:00:00.000Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://kunjshah.in/writing/i-looked-at-112-ai-tools-so-you-dont-have-to-here-s-what</loc>
<lastmod>2026-10-08T07:14:44.000Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://kunjshah.in/writing/test-enforced-tenant-isolation</loc>
<lastmod>2026-10-08T00:00:00.000Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://kunjshah.in/writing/model-routing-65-percent-cheaper</loc>
<lastmod>2026-10-06T00:00:00.000Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://kunjshah.in/writing/repo-to-pr-9-step-pipeline</loc>
<lastmod>2026-10-05T00:00:00.000Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://kunjshah.in/writing/building-a-research-agent-that-cites-its-sources</loc>
<lastmod>2026-10-02T00:00:00.000Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://kunjshah.in/writing/upi-fraud-detection-001-base-rate</loc>
<lastmod>2026-09-28T00:00:00.000Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://kunjshah.in/writing/lattice-152-pages-static</loc>
<lastmod>2026-09-22T00:00:00.000Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://kunjshah.in/writing/how-to-hire-an-ai-engineer</loc>
<lastmod>2026-09-18T00:00:00.000Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://kunjshah.in/writing/rebuilding-bpe-from-scratch</loc>
<lastmod>2026-09-12T00:00:00.000Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://kunjshah.in/writing/ai-evals-are-the-unit-tests-of-llm-applications</loc>
<lastmod>2026-08-02T16:01:02.000Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://kunjshah.in/writing/the-difference-between-completing-tasks-and-solving-problems</loc>
<lastmod>2026-07-27T10:48:11.000Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://kunjshah.in/writing/how-memory-works-in-python-the-complete-guide-from-variables-to</loc>
<lastmod>2026-07-16T01:17:27.000Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://kunjshah.in/writing/the-boy-who-built-machines-while-looking-for-a-place-to-belong</loc>
<lastmod>2026-06-08T01:02:08.000Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://kunjshah.in/writing/a-comprehensive-guide-to-key-topics-in-statistics</loc>
<lastmod>2025-06-14T06:33:39.000Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://kunjshah.in/writing/rl-a2a-enhanced-the-next-generation-of-secure-multi-ai-agent</loc>
<lastmod>2025-06-10T04:11:40.000Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://kunjshah.in/writing/agentic-ai-future-directions-opportunities-and-cybersecurity</loc>
<lastmod>2025-01-12T11:18:06.000Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.7</priority>
</url>
</urlset>
