I build intelligent systems that actually work in production. Specializing in agentic AI architectures, retrieval-augmented generation, and making large language models play nice with enterprise infrastructure. Currently orchestrating chaos at scale and occasionally writing about it.
Recent Blogs
Easy RAG: Simplifying RAG Implementation in Python: Explained for Grown-Ups and Little Ones
A Guide for the Curious and Technically Inclined — Let’s Build a Parrot-Reading Machine!
Hybrid & Custom Retrieval: Teaching Your RAG Parrot New Search Tricks
Our RAG setup is solid, but there’s always room for improvement. Let’s explore two advanced techniques that transform your parrot from “reads books” to “actually understands them.”
Caching, Short-Term, and Long-Term Memory: Explained for Grown-Ups and Little Ones
Remember our RAG parrot? The one that learned to read books and got hybrid search superpowers? Well, we have a problem.
Top Projects
Agentic AI Incident Resolution System
AI-driven automation platform orchestrating incident resolution workflows using watsonx.ai, vector databases, and enterprise tools.
Enterprise Document Intelligence Pipeline
Box AI and watsonx.ai integration for intelligent document processing with automated workflows and generating intelligent insights.
Work Experience
Staff Software Engineer
IBM
Jun 2025 - Present
- Architecting agentic AI systems with watsonx Orchestrate, watsonx.ai, and vector databases (Milvus/FAISS)
- Implementing hybrid RAG strategies with HyDE encoding and BM25 fallback
- Building Box AI document intelligence pipelines with custom SDK architecture
- Automating compliance workflows for WebSphere, DB2, and MQ across multiple platforms
Associate Software Engineer
IBM
Jul 2023 - Jun 2025
- Built RAG chatbots using LangChain, vector databases, and conversation memory
- Developed ML models for workload analysis and anomaly detection using scikit-learn
- Architected infrastructure automation with Instana, ServiceNow, and Ansible
- Built full-stack applications with React, Next.js, FastAPI, and databases
Connect
Feel free to contact me at prateekbose20011@gmail.com