Hi, my name is

Low Ren Hwa.

AI Engineer

I build agentic AI systems and the infrastructure that runs them.

01. About

I'm an AI Engineer focused on agentic workflows, LLM infrastructure and automation. At Carro I design systems that handle tens of thousands of support tickets a month while keeping costs low.

Outside work I run a self-hosted homelab of AI agents, and I climb, cook and play guitar.

Off the clock

  • ▹Rock climbing
  • ▹Cooking
  • ▹Guitar

02. Experience

  1. AI Engineer

    @ Carro

    Aug 2025 — Present

    Built 12 agentic workflows handling 60k+ support tickets a month, cutting LLM costs by ~80%. Designed Carro's AI infrastructure on GCP with LiteLLM + Langfuse, and shipped n8n automations that drove ~30% revenue growth.

  2. AI Engineer

    @ AI Singapore

    2024 — 2025

    Worked on generative AI for 3D character animation from text — PyTorch diffusion models and multimodal video LLMs.

  3. Research Assistant

    @ NIE (Nanyang Technological University)

    2023 — 2024

    Research on speaker diarization and automatic speech recognition using NVIDIA NeMo.

  4. Machine Learning Intern

    @ Singapore Dept. of Statistics

    2023 — 2023

    Built LLM-powered tooling with LangChain and GPT-3.5 for statistical data workflows.

  5. Database Admin Intern

    @ Tessaract.io

    2022 — 2022

    Wrote PL/pgSQL for data pipelines and managed 300k+ records.

03. Tech I use

Languages

  • Python
  • TypeScript
  • SQL

Backend & Tools

  • FastAPI
  • Django
  • Docker
  • Bash
  • n8n
  • Git

AI / LLM

  • LangChain
  • LangGraph
  • Google ADK
  • Langfuse
  • LiteLLM
  • PyTorch

Cloud & Infra

  • GCP
  • Azure
  • Terraform
  • AWS

04. Projects

Kanta

A film-camera app that brings the analog shooting experience to your phone.

  • FastAPI
  • Azure
  • AWS Lambda
  • Python

Echo

An LLM digital clone fine-tuned to talk like you.

  • LLaMA 3
  • Gemma 3
  • Unsloth
  • FastAPI
  • AWS S3

Homelab & Agent Fleet

A self-hosted platform running a fleet of Telegram AI agents.

  • Docker
  • Dokploy
  • Traefik
  • n8n
  • Tailscale

05. Get in touch

I'm always happy to talk about AI systems, infrastructure, or a good climb. My inbox is open.

Say hello