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its-nabhya/README.md

Nabhya Parsramka

AI/ML Engineer · Data Science · Agentic Systems

I build intelligent systems around LLMs, agents, tool use, retrieval, computer vision, and edge AI.

Currently exploring what happens when AI systems interact with tools, protocols, memory, sensors, and real-world systems.


whoami

nabhya = {
    "focus": [
        "AI Agents",
        "LLM Systems",
        "RAG",
        "MCP",
        "Computer Vision",
        "Edge AI",
    ],

    "currently_building": [
        "tool-augmented AI systems",
        "LLM routing & inference pipelines",
        "AI + hardware systems",
    ],

    "researching": [
        "protocol-level hallucinations",
        "agent reliability",
        "tool-augmented LLMs",
    ],
}

projects

Protocol-Level Hallucination

Tool-Augmented LLM Agents

Research into hallucinations occurring at the LLM ↔ tool interaction layer.

MCP · LLMs · RAG · Evaluation


Token Intelligence Engine

Cost-aware LLM routing and inference.

Model Routing · Token Efficiency · Local Inference · Fireworks AI


SAMWISE

Situationally Aware Multi-modal Wearable for Intelligence, Safety & Emergency Response

Edge AI · Computer Vision · Embedded Systems · Voice AI


Aadarsh

AI-powered elderly assistance and safety platform.

Mobile · AI Assistants · Fall Detection · Geofencing


stack

Languages

Python Java C JavaScript

AI / Data

PyTorch Pandas NumPy

LLMs · RAG · MCP · AI Agents · Computer Vision · Multimodal AI · Local Inference

Engineering

React Node.js FastAPI Flask MongoDB MySQL

Infrastructure

Git GitHub Docker AWS


education

Indian Institute of Technology Madras B.S. · Data Science · 2027

Heritage Institute of Technology B.Tech · Computer Science & Business Systems · 2026


outside_the_terminal

F1        → race strategy, engineering & questionable sleep schedules
Gym       → strength, hypertrophy & consistency
Trekking  → finding trails with increasingly questionable difficulty

connect

LinkedIn   ·   Email


$ echo "build → break → learn → repeat"

Pinned Loading

  1. TempEquals2_team TempEquals2_team Public

    Python

  2. plh-mcp-research plh-mcp-research Public

    Python

  3. 01pritam/Adarsh-MoboApp 01pritam/Adarsh-MoboApp Public

    TypeScript 1