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Focusing
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Focusing
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Achievements

Achievement: Pull SharkAchievement: Pair Extraordinaire

Achievements

Achievement: Pull SharkAchievement: Pair Extraordinaire

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rohitkarumanchi745/README.md
Rohit Karumanchi — AI/ML & Backend Engineer — models small enough to carry, systems fast enough to disappear

profile visits status: ripe low-bit models

high-performance backends · AI agents · low-bit LLMs Tech Stack

LANGUAGES

Rust Python Java Swift TypeScript

BACKEND & MOBILE

Spring Boot React Native iOS Swift

AI & AGENTS

LangGraph LangChain MCP Servers PyRIT BitNet

ON-DEVICE ML

Federated Learning Reinforcement Learning Edge Inference

DATA & PIPELINES

Apache Kafka Ray DataFusion Vector Search Graph databases

Selected Work

pyrit-redteam-harness nava-dating-backend-main

navaswift-ui-iOS- rohit-portfolio

By the Numbers

GitHub stats Contribution streak

Top languages

Contribution activity

contribution snake eating this year's commits In Progress
  • 1–2-bit LLM prototypes — pushing BitNet-style quantization toward fully offline, on-device inference; how far can a model shrink before it stops earning its keep?
  • Edge-side learning — federated and reinforcement learning that improve on the device, without ever centralizing the data.

status: checked daily; still firm.

Say Hello

Email Portfolio GitHub

grown slowly · shipped ripe · no cloud added

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  1. rohit-portfolio rohit-portfolio Public

    Personal portfolio showcasing Full Stack & Data Engineering expertise

    TypeScript

  2. navaswift-ui-iOS- navaswift-ui-iOS- Public

    Native iOS client for Nava, written in Swift

    Swift

  3. pyrit-redteam-harness pyrit-redteam-harness Public

    LLM red-teaming harness built on PyRIT — attack orchestration & scoring

    Python

  4. nava-dating-backend-main nava-dating-backend-main Public

    High-performance dating-app backend written in Rust

    Rust

  5. studio studio Public

    Ask your data anything — chat-driven analytics studio (FastAPI + LangChain/LangGraph agent, React + ECharts)

    Python