Prem KumarPK.About
Open to consulting & partnerships

PremKumar.

AI Engineer building agentic AI for insurance. Looking for agentic transformation roles and consultancy.

ContactGitHub
08
yrs building AI
06
products live
E2E
agentic pipelines
24/7
agents in prod
About

Who I am
and what I build

Engineer with 8 years building AI agents, multi-agent orchestration, and agentic pipelines for enterprise and B2B clients in insurance and finance.

Experience

Where I've worked
and what I shipped

2024 — now

Ancileo

Singapore (Remote)

Backend AI Engineer

  • Shipped a conversational AI agent on WhatsApp that handles travel insurance claims end-to-end with customers.
  • Architected an agentic claims pipeline on LangGraph, deployed on Azure Kubernetes, with RAG for policy grounding.
  • Designed multi-step agent workflows with stateful orchestration, tool-use, and human-in-the-loop checkpoints.

LangGraph · RAG · Azure Kubernetes · Claude Code

2023 — 2024

Chromia

Sweden (Remote)

Lead AI Developer

  • Designed and maintained Chromia's AI backend infrastructure across projects.
  • Set up backend servers, services, and open-source projects for AI and robotics work.
  • Kept services running and aligned to proper frameworks.
  • Built quick proofs of concept and MVPs.

Web3 · Vector Database · Rell

2022 — 2023

Azara AI

United States (Remote)

Lead AI Engineer

  • Delivered task-based AI Agents for enterprise workflows. Integrated with WhatsApp and Gmail; lifted engagement by 35%.
  • Pioneered the company's first RAG pipeline with document retrieval, summarization, and citation.
  • Built the agent observability stack on AWS with LangSmith, Grafana, Prometheus, and Jaeger.
  • Ran RAGAS evaluations on synthetic data to refine agent output quality.

RAG · LangSmith · RAGAS · AWS

2019 — 2022

WISE AI

Malaysia

Machine Learning Engineer

  • Shipped Liveness Detection and Facial Recognition for e-KYC. Deployed to private and government clients in Malaysia.
  • Led data sourcing across 30+ global sources for training and fine-tuning.
  • Drove the team to ISO 30107-3 certification. First company in Southeast Asia.

TensorFlow · Computer Vision · e-KYC

2018 — 2019

Neofin

United States (Remote)

Machine Learning Engineer

  • Built Facial Recognition for Loan Origination, deployed across four US fintech and neo-banking partners.

Facial Recognition · Python · TensorFlow

2017 — 2018

Monash University

Malaysia

Graduate Researcher

  • CNN-based seed classification for an automated grading system.

CNN · Computer Vision · Python

Products

Things I've built
and shipped to real users

LiveFeatured

Hiregents

Pick an agent. Connect your Telegram bot. Agent is live and running on its own private server in minutes.

AI AgentsTelegram Bot APIInfrastructure
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Side Projects

Health Trend Keeper

ReactOpenAITypeScript

Pulls health metrics out of medical report PDFs and charts them over time. Built it after getting tired of manually logging numbers from lab results.

Face Recognition System

TensorFlowOpenCVKeras

End-to-end face recognition pipeline: detection, embedding storage, REST API. A reusable reference implementation from my eKYC work.

Overcooking

Three.jsNode.jsJavaScript

A browser Overcooked clone in Three.js. 3D kitchen, interactive stations, multiplayer chaos. Built it to learn WebGL.

Catering Chatbot

LangChainOpenAIReact

Order-taking chatbot for Caterspot. Handles the full flow (menu, quantities, delivery) so staff don't repeat the same questions.

Contact

Get in touch
let's build something

I'm open to consulting and product partnerships. If you want to talk about AI systems or a possible collaboration, send me a note.

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