// backend · systems · cloud

Backend engineer

currently working on:

4thYear CS student, PES University · Bangalore
TMLRCo-authored survey on hybrid LLM inference

01. Experience

Summer
2025

Systems Developer @ PESU Innovation Lab

Project: PortMux — an async port multiplexer

  • Routed multiple protocols through a single exposed port via non-blocking I/O in Rust (Tokio).
  • First-packet inspection + YAML-driven routing, with custom Python protocol handlers.
  • Held ~8% latency overhead at 10,000 concurrent connections under Locust load testing.
  • Shipped as a systemd service, published to the AUR.
RustTokioPythonLinux

02. Projects

03. Research

A Survey of Hybrid Inference Systems for Large Language Models

TMLR, 2026 · Co-author

Speculative decoding, model routing, and hardware-aware inference — organized into a four-level taxonomy that names the "Orchestration Gap" between inference latency and reasoning quality.

Read on OpenReview ↗

04. Contact

atharvrawal124@gmail.com

Open to backend, systems, and cloud roles & internships.