Akshay Soner

Engineering

What I build, and how the pieces connect

Hover a layer to see what it's made of.

Frontend

Client applications — what the user actually touches.

React

Component-based UI, the base of every client app I build.

Vite

Dev server and build tooling — fast HMR, small production bundles.

Redux Toolkit

Predictable client-side state for anything shared across views.

TanStack Query

Server-state caching, refetching, and sync — keeps API calls out of components.

Backend Systems

APIs, services, authentication, databases, queues, real-time systems.

AI & LLM Applications

Document intelligence, retrieval systems, vector search, LLM integrations.

Data Engineering

Large-scale processing, batch pipelines, duplicate detection, structured data workflows.

Automation

Email automation, scraping, workflow automation, background processing.

Infrastructure

Docker, NGINX, VPS deployment, CI/CD, networking, production operations.

Philosophy

How I think about building systems

  • Build for reliability before building for scale — most systems fail from neglected edge cases, not traffic.
  • Prefer the simple architecture that works over the impressive one that might.
  • Understand a system end-to-end before changing it. Debugging what you don't understand is guessing.
  • Automate what repeats. If it's the third time by hand, it should be a script.
  • Design for failure — retries, idempotency, and recovery paths aren't optional extras.
  • Measure before optimizing. Intuition about bottlenecks is wrong more often than it's right.
  • Keep infrastructure understandable. Cleverness that only you can operate is a liability.
  • Use AI where it creates real value — grounded, retrieval-backed, and verifiable, not decorative.
  • A system that can't be deployed and maintained by someone else isn't finished.