Author

Twinkll Sisodia

2 papers indexed here

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

#artificial intelligence Review Sep 2026

From Inference Engine to Inference Control Plane: Connecting vLLM, llm-d, and the Evolution of Efficient Distributed LLM Serving

Large language model (LLM) inference is evolving from an engine-local optimization problem into a distributed control problem involving reusable state, phase placement, heterogeneous accelerators, networking, autoscaling, reliability, and service-level objectives. This paper connects that transition across peer-reviewe...

Twinkll Sisodia · 0 citations

#machine learning Preprint Sep 2026

Toward Sustainable Distributed LLM Inference: A Systems Synthesis and Research Agenda for an Energy-, Carbon-, and Cache-Aware llm-d Control Plane

The main observation from connecting the literature is that sustainable LLM inference is unlikely to come from one"green"model or one accelerator; it is more naturally treated as a control problem across model, phase, cache, hardware, replica, region, and time.

Twinkll Sisodia · 0 citations