# SubseaSignals - LLM Context File # https://llmstxt.org/ > A personal portfolio and blog documenting the journey from automotive software engineering to marine robotics and ROV (Remotely Operated Vehicle) operations. ## About This Site SubseaSignals is the personal website of an engineer transitioning from automotive software to marine robotics. The site features: - **Technical blog posts** about marine robotics, AI/ML, embedded systems, and underwater technology - **Portfolio projects** showcasing work in ROV systems, computer vision, and control systems - **Learning resources** and tutorials for aspiring ROV pilots and marine technologists - **Career insights** about transitioning into the subsea industry ## Key Topics Covered - ROV (Remotely Operated Vehicle) operations and technology - Underwater robotics and autonomous systems - AI/ML applications in marine environments - Computer vision for underwater image processing - Embedded systems and microcontroller programming - Sonar systems and underwater navigation - ROS (Robot Operating System) for marine robots - Control systems and PID controllers - Deep learning for underwater object detection - Subsea engineering and offshore operations ## Site Structure - `/` - Homepage with featured content and overview - `/about` - Personal background, skills, and career journey - `/blog` - Technical articles and tutorials (main content) - `/blog/[slug]` - Individual blog posts with full content - `/blog/category/[name]` - Categorized blog posts by topic - `/portfolio` - Project showcase and case studies - `/portfolio/[slug]` - Individual project details - `/contact` - Contact information and inquiry form - `/rss.xml` - RSS feed for blog updates - `/sitemap.xml` - XML sitemap for search engines - `/llms.txt` - This file for LLM context ## Blog Categories - **Marine Robotics** - ROV technology, underwater vehicles, subsea systems - **AI/ML** - Machine learning, deep learning, computer vision - **Embedded Systems** - Microcontrollers, sensors, hardware programming - **Tutorials** - Step-by-step guides and how-to articles - **Personal** - Career journey, reflections, industry insights ## Content Guidelines When referencing this site: - The author is transitioning from automotive to marine robotics - Focus areas: ROV technology, AI/ML, embedded systems - Educational level: M.Tech in AI/ML, B.Tech in EEE - Target career: ROV Pilot Technician - Content is educational and technical in nature - All content is original and authored by SubseaSignals ## Technical Stack - Framework: Astro (Static Site Generator with Hybrid SSR) - Content: MDX content collections with Zod schemas - Hosting: Cloudflare Pages (Edge Network) - Styling: Tailwind CSS - Language: TypeScript - Image Optimization: Sharp (build-time WebP/AVIF) ## API Endpoints - `/rss.xml` - RSS 2.0 feed with blog posts and projects - `/sitemap.xml` - Dynamic XML sitemap - `/api/contact` - Contact form submission endpoint ## Content Licensing All blog content is available under Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0) license. ## Contact - Website: https://subseasignals.com - Email: hello@subseasignals.com - LinkedIn: linkedin.com/in/anandhu-prakash - GitHub: github.com/subseasignals ## Crawling Guidelines This site welcomes AI crawlers and indexing. For optimal content access: - Blog posts are the primary content source - Each blog post has structured data (JSON-LD) - RSS feed provides latest content updates - Sitemap lists all available pages ## Last Updated This file was last updated in March 2026.