Prem KumarPK.About
Open to remote & hybrid roles

PremKumar

Senior AI Engineer, 8 years building AI agents, multi-agent orchestration, and ML systems for enterprise clients across insurtech and Web3.

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08
yrs building AI
06
products live
About

Who I am

Engineer with 8 years building AI agents, multi-agent orchestration, and retrieval systems for enterprise and B2B clients across insurtech and Web3.

These days I'm at Ancileo, building the bridge between claimants and insurers with AI agents. On the side, I ship my own SaaS products. What I care about most is building agents that scale in production.

Agentic
LangGraphLangChainClaude CodeMCPMulti-Agent OrchestrationRAGAnthropic SDKOpenAI SDKOpenRouter
LLM Ops & Eval
LangSmithRAGASGrafanaPrometheusJaeger
Backend
PythonFastAPICeleryAsyncRedisPostgreSQL
Infra
DockerKubernetesAWSAzureCI/CD
Vector & ML
PineconeEmbeddingsHybrid SearchTensorFlowFine-tuning
Experience

Where I've worked

2024 — now

Ancileo

Singapore (Remote)

Senior 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.

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.

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.

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.

2019 — 2020

Tekkis · Contract

Malaysia (Remote)

Python Developer

  • Built backend services in Python for early-stage security and AI products.

2018 — 2019

Neofin

United States (Remote)

Machine Learning Engineer

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

2017 — 2018

Monash University

Malaysia

Graduate Researcher

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

Things I've built

LiveFeatured

Hiregents

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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

I'm looking for senior AI engineering roles, remote or hybrid, building agentic systems in production. If that sounds like your team, or you just want to talk shop, send a note.

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