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  • Pune, India

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ayushcody/README.md




Currently

Third-year CS undergrad working on the unglamorous half of AI β€” the part where a model has to answer a real user, in real time, without falling over.

  • πŸŽ™οΈ Building β€” a real-time voice RAG assistant on LiveKit + Sarvam, targeting sub-second turn latency
  • ⚑ Learning β€” TensorRT-LLM, Triton Inference Server, quantization trade-offs at serving time
  • πŸ”Ž Curious about β€” agent memory, retrieval that doesn't hallucinate, and where inference cost actually goes
  • πŸ’¬ Ask me about β€” streaming STT/TTS pipelines, FAISS retrieval, FastAPI + WebSockets
  • πŸ“« Open to β€” AI engineering internships, backend/SWE roles, open-source collaboration

Selected Work

πŸŽ™οΈ LiveKit Γ— Sarvam Voice RAG Assistant

Real-time conversational agent over a private knowledge base. Streaming audio in, grounded answers out.

Pipeline β€” Silero VAD β†’ Sarvam STT β†’ FAISS retrieval β†’ context injection β†’ LLM β†’ Sarvam TTS, streamed over LiveKit WebRTC.

LiveKit FastAPI FAISS Sentence-Transformers WebSockets

Repo β†’ Β· Demo β†’

⚑ LLM Inference Playground

Benchmarking what actually moves the needle on serving latency and throughput.

Exploring β€” TensorRT-LLM engine builds, Triton model repositories, INT8/FP8 quantization, batching strategies, and the accuracy cost of each.

TensorRT-LLM Triton CUDA Docker

Repo β†’

πŸ’‘ Swap these for your two strongest repos and add a one-line result to each β€” "cut p95 latency from 2.4s to 780ms" beats any badge on this page.


Stack

Languages

Β SQL

AI / ML

Β Transformers LangChain FAISS Sentence-Transformers TensorRT-LLM Triton

Backend

Β WebSockets REST Async Python

Infra

Β GitHub Actions Nginx


Stats




contribution snake

Philosophy

Training the model is the demo. Serving it at 3 AM to a user who doesn't care that it's AI β€” that's the engineering.


Building something in voice AI or inference? I'd like to hear about it.

ayushchougula.in Β Β·Β  LinkedIn

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  1. directree directree Public

    NPM Package

    Rust 11