Ten years of building.Now at agent speed.
Siva Kumar M S. I started in school with Arduino boards and electrical tinkering, moved through software and data science, and now ship full-stack products with a fleet of AI coding agents, Claude Code every day for 7+ months.
years of building, from school-era tinkering to production software
months with Claude Code as a daily driver, alongside Codex, Cursor, Antigravity & Lovable
GitHub repositories, from ML notebooks to hackathon builds
AI coding tools in my rotation, each with a defined job. Studying Data Science at IIT Madras
Building in public
Still shipping. This week, too.
Pulled live from my public GitHub, so this page keeps up as I build. Private and client work isn't counted.
Projects started · last 12 months
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01 · AI toolchain
Not one tool. A toolchain.
I treat AI coding agents like a team: each has a job. Pick one to see how I use it.
02 · The journey
From a school desk to shipping with agents.
Drag through the years. Each milestone lights up the skills I picked up on the way.
≈ marks approximate years. Dated entries match my GitHub and LinkedIn records.
03 · Selected work
Things that actually run.
Real products, a mix of AI-assisted builds, hackathon entries and data science projects. Filter by what you care about.
04 · How I build with AI
Fast is easy. Trustworthy is the skill.
Agents write code quickly; engineering is deciding what to build and proving it works. This is my loop.
Specify
Write down constraints and acceptance criteria first. Project instruction files and persistent memory keep every agent on the same page.
Delegate
Match task to tool: Claude Code for deep multi-file work, Codex for a second opinion, Cursor for tight edit loops, Lovable for fast UI drafts.
Verify
Nothing ships on vibes. Test suites, smoke tests that hit every route, compliance scripts that fail the build, and real-browser checks.
Ship & learn
Deploy to production, read the logs, feed lessons back into the instructions so the next run starts smarter.
05 · Full stack, literally
From the circuit to the cloud.
Few people have soldered the sensor and deployed the dashboard. Hover a layer.
06 · Leadership & community
I build teams, not just code.
IEEE Student Branch Chair
Led the CEAL branch for 16 months (Feb 2025 – May 2026), now serving as its Mentor. Earlier chaired the IEEE SPS chapter.
Junior Chief AI Officer
Alchemy IEDC: set AI direction for the campus innovation and entrepreneurship cell.
Technical Lead, FOSS Cell
Open-source community and tooling lead at College of Engineering Attingal.
Data Science Intern, Entri
Jul – Sep 2024 in Ernakulam, working with dbt on analytics engineering.
Teacher
Designed a Malayalam online-marketing class for village farm and food founders, because tools only matter if people can use them.