Founding engineer on Polly KG.
Agentic AI, web-app, data pipeline solutions and knowledge graphs at enterprise scale.
I architect and ship production AI systems, knowledge graph platforms, multi-agent pipelines, and the infrastructure underneath them.
At a Glance
5
years
Bayer & Elucidata
3
enterprise clients
pharma, via Polly KG
5+
products shipped
end-to-end ownership
Timeline
Proposed & drove Neptune to Neo4j migration. 55% latency reduction. Grew platform from 1 to 3 enterprise clients. Own the full roadmap.
Built Polly KG platform.
Built data visualization platform end-to-end. React + Express + Plotly. 10+ omics repositories.
Large-scale single-cell analysis on 2GB+ datasets. ScanPy + AWS (S3, EFS, ECR).
Built analytics tooling in Python + Plotly + Shiny. Processed GCT files over GBs.
Sales data visualization web app. Python + Dash + Plotly.
Selected Work
Polly KG
Built from scratch on AWS Neptune, then proposed and drove the full re-architecture to Neo4j. Designed multi-agent orchestration across multiple large-scale biomedical knowledge graphs. Grew platform from 1 to 3 enterprise pharma clients.
2025 · Neptune · Neo4j · React · Django · AWS
Polly Co-Scientist
Multi-agent NLP system for natural language querying over biomedical knowledge graphs. Built Graph-RAG pipelines with LangChain and LlamaIndex, automated evaluation reporting, and contributed directly to enterprise client closures.
2024 · LangChain · OpenAI · React · Django · AWS
Tech Stack
Languages
Python, JavaScript
AI / LLM
LangChain, LlamaIndex, LangGraph, Graph-RAG, RAG, MCP, Multi-agent Orchestration
Backend
Django, FastAPI, Flask
Frontend
React, Next.js
Data
Neo4j, AWS Neptune, Cypher, GDS, Postgres, MongoDB, ScanPy, Pandas, AnnData/H5AD
Cloud
AWS, Docker, CircleCI
Open Source
GitHubTermiPy
PythonInteractive shell for Python with auto-completion, syntax highlighting, and plugin support
rlimit
PythonLightweight rate-limiting library for Python APIs with configurable strategies and clean integration patterns
hscale
PythonScaling and load-balancing toolkit for distributed services with dynamic routing, health checks, and auto-scaling signals
Chronicles
All posts →Through the Lens
@pratikkumar04 →
Butterfly Beach, Goa
Netravati
Kodaikanal
Candolim, Goa
Kodaikanal
Palolem Beach, Goa
Contact
Looking for the next hard problem
Interested in senior roles at product companies building in agentic AI or knowledge infrastructure. If you are working on something technically ambitious in that space, I want to hear about it.