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AshNicolus/README.md
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πŸ•ΈοΈ ASH NICOLUS

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⚑ About Me

  • 🧠 I build AI agents and the systems that keep them running
  • ⚑ LangGraph, FastAPI, and PyTorch are basically muscle memory
  • 🐧 Linux native. I think in systems, not scripts.
  • πŸ† Hackathon winner, Codeforces Pupil, and a serial shipper of real projects
  • πŸš€ My rule is simple: build it, break it, ship it, repeat
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πŸ’Ό Where I've Worked

Role Company What I shipped
SDE Intern (Jan 2026 to Mar 2026) Kinzy Guided-flow architecture serving 5000+ active users, a personalization engine (20+ categories, 100+ flow paths), and a real-time leaderboard handling 1000+ submissions a day
AI/ML + Backend Engineer (Oct 2025 to Dec 2025) Rahtsaa AI A document extraction pipeline on GCP (1000+ docs a month), backend services that cut processing time by 60%, and LLM-based extraction with automated workflows
Product Engineer / Data Scientist (Jul 2025 to Aug 2025) Liquidmind.ai A multi-modal RAG system on Azure with 99.5% uptime and parallel pipelines that ran 2.5x faster
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πŸ•ΈοΈ Projects

🧠 mimir

Gives autonomous agents a memory. They store what happened, recall it later, and stop repeating the same mistakes. Python

βš™οΈ Kensei

An AutoML and MLOps platform that trains, tunes, and ships ML models as FastAPI services from a single command. Python

πŸ€– QueryCrafter

A multi-agent research system on LangGraph and LangChain. It breaks a question into parts, searches across sources, and writes up the answer. Python

πŸ”Ž VectorVault

A semantic search engine that handles embeddings, caching, FAISS search, a FastAPI backend, and a Streamlit UI. Python

A drag-and-drop builder for wiring up AI and data workflows in the browser. JavaScript

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πŸ•·οΈ Web-Shooters (Tech Stack)

Languages

languages

AI / ML

ai-ml langchain langgraph

Backend & Data

backend

Cloud & DevOps

cloud

Tools

tools
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πŸ† Hero Log

  • πŸ₯‡ National Hackathon Winner: feedforward NN for real-time fault detection on a microprocessor, 90%+ accuracy at sub-100ms latency
  • πŸ₯‡ 1st Prize, Innovation Design Thinking Hackathon: CNN neonatal jaundice detector, 92% accuracy across 500+ samples
  • πŸ₯‰ 3rd Place, Hardware Hackathon: Arduino sensor and API automation system
  • πŸ₯‡ 1st Rank, "DISS THAT DSA" Contest
  • πŸ’» Competitive Programming: Codeforces Pupil (1200+), LeetCode 1624
  • πŸ“ˆ Active across ML, backend, and open source (live stats below)
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πŸ’‘ Motivation

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πŸ•ΈοΈ "With great power comes great responsibility."

I care more about whether something works in production than how clever it looks in a notebook. Build it, break it, ship it.

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🌱 Currently Leveling Up

CUDA optimization Β· LLM fine-tuning Β· multi-agent architectures Β· high-performance inference Β· open source

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πŸ“Š The Numbers

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πŸ“« Find Me

LinkedIn GitHub LeetCode Email

πŸ•ΈοΈ With great power comes great responsibility. So I ship.

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Pinned Loading

  1. Backup-Manager Backup-Manager Public

    Shell

  2. IndiaCast IndiaCast Public

    Shell

  3. VectorVault VectorVault Public

    A complete end-to-end semantic search system with document preprocessing, embedding generation, caching, FAISS/NumPy similarity search, FastAPI backend, and a polished Streamlit UI. Implements effi…

    Python

  4. google-deepmind/gemma google-deepmind/gemma Public

    Gemma open-weight LLM library, from Google DeepMind

    Python 5.4k 956