About

I'm Jayash — a Full-Stack & AI Engineer. I build LLM systems and the products that carry them to users.

I've shipped real projects involving React, Next.js, Node.js, and FastAPI, with cloud deployments and LLM-based features like RAG pipelines and multi-model integrations. Recently I've been working on SYNECA, a smart archival system, where I built multi-LLM provider support and an MCP server so it can be reached by any chatbot or LLM.

That work adds up to about a year of production experience building LLM applications and autonomous agents end to end: multi-provider RAG pipelines over vector databases, MCP servers that expose enterprise systems as reusable agent tooling, and systems work in Rust/WebAssembly alongside cross-platform desktop applications.

I'm comfortable taking features from idea to production, and I care about writing clean, practical code that solves real problems. I like owning a feature end to end — the data model, the API, the interface, and the deploy. Ambiguous requirement to deployed release is the part of the job I enjoy most.

When I'm not building, I'm usually learning something adjacent — a new model, a new framework, or a better way to ship.