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Subhranil Mondal

21AI Engineer • Developer • Builder

I’m not your average AI engineer. I’d rather be experimenting with new architectures or deploying scalable models than chasing frameworks that go out of trend every month. Most days, you’ll find me fine-tuning LLMs, integrating RAG pipelines, or building autonomous AI agents that actually solve real problems.

I build intelligent systems from the ground up. From data pipelines to deployment, I work across the full AI lifecycle—designing, training, and shipping models that bring automation to life. I care less about buzzwords and more about creating AI solutions that feel seamless, smart, and human.

Intelligent Systems & Applied AI Work

Built Medora AI I engineered AI automation pipelines using LLMs and agentic workflows. Focused on scalable RAG and vector search systems, I helped design real-time retrieval pipelines and multi-agent orchestration for domain-specific automation.

Built the RAG-based Patent Innovation Researcher — a fully modular retrieval-augmented generation framework capable of extracting and analyzing innovation data from complex patent documents using semantic search, embeddings, and multi-step reasoning.

Developed Vehicle Insurance Data Pipeline — an end-to-end machine learning data pipeline with real-time monitoring using MLflow, DVC, and Grafana dashboards. Automated preprocessing, model training, and deployment workflows integrated with FastAPI microservices.

Contributions include developing custom GPT-style language models, implementing transformer architectures from scratch, and exploring emerging AgentOps stacks with LangGraph, CrewAI, and AutoGen for intelligent automation and adaptive task routing.

Focused on building 0→1 intelligent systems — from experimentation to production. My workflow combines MLOps, backend AI infra, and automation to ship real-world AI products that learn, adapt, and scale.

GitHub Contributions @extremecoder-rgb

Stack I use

Technologies I work with to build products that solve real problems

Python
Python
PyTorch
PyTorch
TensorFlow
TensorFlow
Keras
Keras
LangChain
LangChain
LangGraph
LangGraph
CrewAI
CrewAI
AutoGen
AutoGen
OpenCV
OpenCV
Hugging Face
Hugging Face
scikit-learn
scikit-learn
FastAPI
FastAPI
Streamlit
Streamlit
Gradio
Gradio
Scipy
Scipy
DVC
DVC
MLflow
MLflow
Grafana
Grafana
Prometheus
Prometheus
Airflow
Airflow
MongoDB
MongoDB
PostgreSQL
PostgreSQL
Redis
Redis
Pinecone
Pinecone
Chroma
Chroma
Git
Git
Docker
Docker
Kubernetes
Kubernetes
AWS
AWS
Azure
Azure
Fargate
Fargate
GitHub Actions
GitHub Actions
VS Code
VS Code
Python
Python
PyTorch
PyTorch
TensorFlow
TensorFlow
Keras
Keras
LangChain
LangChain
LangGraph
LangGraph
CrewAI
CrewAI
AutoGen
AutoGen
OpenCV
OpenCV
Hugging Face
Hugging Face
scikit-learn
scikit-learn
FastAPI
FastAPI
Streamlit
Streamlit
Gradio
Gradio
Scipy
Scipy
DVC
DVC
MLflow
MLflow
Grafana
Grafana
Prometheus
Prometheus
Airflow
Airflow
MongoDB
MongoDB
PostgreSQL
PostgreSQL
Redis
Redis
Pinecone
Pinecone
Chroma
Chroma
Git
Git
Docker
Docker
Kubernetes
Kubernetes
AWS
AWS
Azure
Azure
Fargate
Fargate
GitHub Actions
GitHub Actions
VS Code
VS Code
Python
Python
PyTorch
PyTorch
TensorFlow
TensorFlow
Keras
Keras
LangChain
LangChain
LangGraph
LangGraph
CrewAI
CrewAI
AutoGen
AutoGen
OpenCV
OpenCV
Hugging Face
Hugging Face
scikit-learn
scikit-learn
FastAPI
FastAPI
Streamlit
Streamlit
Gradio
Gradio
Scipy
Scipy
DVC
DVC
MLflow
MLflow
Grafana
Grafana
Prometheus
Prometheus
Airflow
Airflow
MongoDB
MongoDB
PostgreSQL
PostgreSQL
Redis
Redis
Pinecone
Pinecone
Chroma
Chroma
Git
Git
Docker
Docker
Kubernetes
Kubernetes
AWS
AWS
Azure
Azure
Fargate
Fargate
GitHub Actions
GitHub Actions
VS Code
VS Code
Python
Python
PyTorch
PyTorch
TensorFlow
TensorFlow
Keras
Keras
LangChain
LangChain
LangGraph
LangGraph
CrewAI
CrewAI
AutoGen
AutoGen
OpenCV
OpenCV
Hugging Face
Hugging Face
scikit-learn
scikit-learn
FastAPI
FastAPI
Streamlit
Streamlit
Gradio
Gradio
Scipy
Scipy
DVC
DVC
MLflow
MLflow
Grafana
Grafana
Prometheus
Prometheus
Airflow
Airflow
MongoDB
MongoDB
PostgreSQL
PostgreSQL
Redis
Redis
Pinecone
Pinecone
Chroma
Chroma
Git
Git
Docker
Docker
Kubernetes
Kubernetes
AWS
AWS
Azure
Azure
Fargate
Fargate
GitHub Actions
GitHub Actions
VS Code
VS Code

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© 2025 Subhranil Mondal.