I'm Ritesh Subramanian (riit3sh) — a Final Year B.Tech Computer Science student at VIT Vellore.
I'm building Tolka Edge, a unified LLM gateway that exposes an OpenAI-compatible API for both commercial models and self-hosted GPU deployments.
The goal is simple: one consistent interface to call models, with proper auth, rate limiting, routing, and observability underneath.
- Focus: AI Infrastructure · LLM Gateways · Backend Systems
- Stack: Python · Redis · Docker · Async systems
- Contact: iamriteshsubramanian@gmail.com
Tolka Edge — Unified LLM Gateway
Tolka Edge provides an OpenAI-compatible API that routes requests across commercial providers and GPU-deployed models through a single interface.
Core focus areas:
- Unified API surface for commercial + self-hosted models
- Authentication and multi-tenant key management
- Rate limiting and traffic control
- Routing, failover, and observability
Built with a strong emphasis on clean architecture and production reliability.
Building unified access to commercial and GPU-hosted models.