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The last commit fixed nothing... But it looked cool 🙃
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The last commit fixed nothing... But it looked cool 🙃
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avimallick/README.md

Hi 👋, I'm Avinash Mallick

Agentic AI Systems • Distributed Infrastructure • Legacy Code Refactoring

I build AI systems that understand, refactor, and operate complex software systems.

🚀 What I'm Working On

🔧 Agentic Refactoring Systems
AI agents that detect and remediate software anti-patterns in large codebases.

🧠 Legacy Code Intelligence
LLM-powered pipelines that reverse engineer and migrate legacy enterprise systems.

⚙️ Distributed AI Infrastructure
Building scalable AI systems with containerized services, vector databases, and observability.

🧩 Selected Projects

🔧 Anti-Pattern Refactor Agent

Agentic system that scans Java repositories, detects architectural anti-patterns, and proposes automated refactoring strategies.

Stack
LangGraph • LangChain • WatsonX • vLLM • Static Analysis

🧠 Legacy Code Migration Pipeline

Multi-agent system converting COBOL systems into modern Python services.

Capabilities:

  • Reverse engineering legacy systems
  • Structured requirement extraction
  • Python code generation
  • Formal verification workflows

🧪 TopoIndex

Python library for computing topological indices in molecular graphs.

Features:

  • NetworkX-based graph modeling
  • SMILES support
  • Zagreb / Wiener / Hyper-Wiener indices

💾 Vektoria

Self-hosted hybrid vector database designed for LLM workflows.

Architecture:

FAISS + SQLite
LangChain compatible
Local embedding pipelines

⚛️ Distributed Quantum Simulator

Distributed Dask-based system for running large-scale quantum circuit simulations.

Features:

  • Parallel QASM execution
  • Distributed compute cluster
  • Quantum ML experimentation

🛠️ Languages & Tools

📫 Connect With Me

⚡ I enjoy building systems that push AI from demos into real engineering infrastructure.

Pinned Loading

  1. topoindex topoindex Public

    A Python library to compute topological indices from SMILES or graphs using NetworkX. Ideal for cheminformatics, graph analytics, and molecular modeling.

    Python 4

  2. quantum-simulator quantum-simulator Public

    Designed and deployed a distributed data analysis pipeline using Ansible to simulate 300,000+ quantum circuits from the MNISQ dataset across Ubuntu VMs; capacity tested classical performance limits…

    Python

  3. Medallion Medallion Public

    Medallion v1, a framework-agnostic semantic checkpointing layer that enables LLM agents to create, persist, and retrieve structured checkpoints of reasoning state across sessions. Medallion treats …

    Python 1

  4. bioFold bioFold Public

    bioFold is a distributed, fully automated protein domain segmentation pipeline

    HCL