Software Engineer & AI Systems Specialist
Hi, I'm Nirmit.
I help startups build software and AI systems that keep working as they grow.
From early MVPs to growing products, I focus on clean systems, stable backend, and long-term maintainability.
If you're building something and want a second brain on execution.
Early-stage or growing teams.
What I help with
Design systems and UI that don't break.
I design interfaces and component systems that stay consistent as products grow, so teams don't fight UI drift or rewrites later.
Backend systems that stay boring and reliable.
I build backend and infrastructure with a focus on clarity, stability, and predictable behavior as traffic and complexity increase.
Automation that saves time and removes manual work.
I help teams automate repetitive processes and build simple data workflows so they can move faster without adding operational overhead.
Systems that support growth, not just launches.
I help founders think through scaling, handoffs, and operational systems so growth doesn't turn into fragility.
How I work
I focus on understanding the problem clearly before writing code.
Start with clarity.
I spend time understanding what you're building and who it's for avoiding the wrong build.
Design before implementation.
I think through structure, data flow, and long-term constraints early, avoiding constant rewrites.
Build, then stabilize.
I build iteratively, but spend time making things stable and predictable before moving on.
Improve based on real usage.
I improve systems based on real usage patterns, not where it looks impressive.
The goal is software that stays easy to work with as the product grows.
Experience
HopeOps — NGO Operations Platform
Architected a structured full-stack platform for managing donations, subscriptions, and emergency workflows. Focused on role clarity, predictable data flow, and maintainable architecture.
Read case study →Vote Chain — Decentralized Voting System
Designed a blockchain-based electronic voting system focused on trust, transparency, and verifiable outcomes without centralized authority.
Read case study →Backend & Systems Engineering
Designed and implemented backend systems involving authentication, structured data handling, and operational workflows. Emphasized clean architecture and long-term maintainability.
Leadership & Operational Responsibility
Led coordination for placement processes affecting hundreds of students, where reliability and clear systems were critical.
Across these roles, I've learned to prioritize clarity, reliability, and long-term maintainability over quick wins.
Frequently Asked Questions
Open source vs proprietary software and models?
Proprietary models offer speed to market, which is critical for early-stage validation. Open source models provide control, privacy, and long-term cost stability. I recommend starting with proprietary tools to find product-market fit, and migrating to open source only when data privacy or unit economics explicitly demand it. It's a pragmatic infrastructure decision, not a religious one.
How should a startup use cloud computing?
Keep it boring and predictable. Start with managed services (PaaS) to eliminate DevOps overhead so you can focus on building the product. Use raw infrastructure (IaaS) only when you hit extreme scaling bottlenecks. Avoid premature vendor lock-in anxiety; optimizing hosting costs is a problem for tomorrow. Today's problem is shipping a reliable product.
Why is AI actually about Data, not algorithms?
Everyone has access to the same foundational algorithms and open-source models now. The true differentiation is entirely in the dataset you provide it. AI is effectively just a reasoning engine; your proprietary data is what gives it context, accuracy, and business value. The most defensible AI products are built by teams who control unique, high-quality data pipelines, not those tweaking model weights.
Let's talk
If you're building something and want help thinking through execution, systems, or reliability, feel free to reach out.
Early-stage or growing teams.
Or email me directly at
nirmit.digitalmedia@gmail.comI read every message and usually reply within a day.