SOFTWARE ENGINEER & AI/ML DEVELOPER

Pranav Kumaar
Sridhar

Building intelligent systems with LLM orchestration, multi-agent architectures, and production ML infrastructure. Currently at Baxter International.

Selected Work

Channel AI

Conversational Business Intelligence Platform

Built a conversational BI platform enabling non-technical users to query enterprise data via natural language. Reduced reporting turnaround from ~2 days to under 30 minutes.

LangGraphOpenAI Agents SDKApache IcebergRAG

OneSKU

Hybrid BM25 + Embedding Retrieval System

Developed a hybrid retrieval system with custom harmonization pipeline for aligning heterogeneous vendor catalogs. Achieved sub-15s query latency across multi-million SKU inventories.

PyTorchBM25BERTEmbeddings

EST Certificate Management Service

Production PKI Infrastructure @ Baxter

Led end-to-end development of a production-ready EST certificate-management service enabling automated certificate issuance and rotation across internal microservices.

PythonPKI/ESTDockerKubernetes

When Graph Structure Hurts

Lightweight Path Ranking for Dense KG-RAG

Developed a KG-augmented RAG pipeline for dense academic citation graphs. Demonstrated that simple MLP-based scorer achieves 93.9% AUC—outperforming GCN and GAT models while using 13× fewer parameters.

Knowledge GraphsRAGPyTorchGNN

Sustify

AI-Driven Sustainability Marketplace

Founded an AI-driven sustainability marketplace applying transformer-based embeddings for automated requirement matching and vendor recommendations.

BERTOpenAI EmbeddingsPythonStartup

PESU Venture Labs

Applied AI Developer Experience

Delivered applied AI/ML solutions for external clients in a university-affiliated incubator, building production-ready pipelines across computer vision, semantic search, and generative AI use cases.

PyTorchYOLOOpenCVLlamaIndex

Experience

2024 - Present
Bangalore, India

Software Engineer I

Baxter International

Enterprise Interoperability & Cybersecurity

2023 - 2024
Self-Driven

Independent Project

Channel AI

Conversational Business Intelligence Platform

2022 - 2024
Bangalore, India

Applied AI Developer

PESU Venture Labs

University-Affiliated Incubator

2026
Conference

Research Publication

ICMLC 2026

Accepted for Presentation (Feb 2026)