Full Stack Engineer (AI Systems)

GMP RECRUITMENT SERVICES (S) PTE LTD; Singapore; On-site; SGD 90,000 - 150,000; Full time

Job summary

GMP Technologies (S) Pte Ltd in Singapore seeks a motivated, hands-on AI/ML full-stack engineer to own features from concept to production. You will collaborate with ML, backend and product teams to deliver end-to-end capabilities, build real-time AI interactions, and raise system reliability with strong observability and fallback handling.

You will design multi-step agent workflows, integrate LLMs and external tools, and ship features spanning frontend, backend, and AI integrations in a

Qualifications

• Ownership from concept to production.
• Experience with LLMs or AI-enabled apps.
• Strong full-stack engineering across frontend and backend.

Responsibilities

• Work closely with ML, backend and product teams to deliver features end to end.
• Build real-time AI interactions with streaming, partial results and strict latency targets.
• Enhance system reliability, observability and fallback handling.
• Develop complete product features spanning frontend, backend and AI integrations.
• Keep improving features based on actual usage patterns and failure cases.
• Design multi-step agent workflows covering planning, tool use, error handling and recovery.
• Integrate LLMs, memory and external tools into systems that perform reliably in real-world conditions.

Skills

Ownership mindset

LLM/RAG AI applications

Full-stack development

Adaptability in fast-paced env

System design / API architecture

Tools

Docker

Kubernetes

Python

Next.js

Node.js

SQL/NoSQL

OpenAI/Anthropic LLMs

PyTorch

Job description

Job Scope

• Work closely with ML, backend and product teams to deliver features end to end.
• Build real-time AI interactions with streaming, partial results and strict latency targets.
• Enhance system reliability, observability and fallback handling.
• Develop complete product features spanning frontend, backend and AI integrations.
• Keep improving features based on actual usage patterns and failure cases.
• Design multi-step agent workflows covering planning, tool use, error handling and recovery.
• Integrate LLMs, memory and external tools into systems that perform reliably in real-world conditions.

Requirements

• Strong sense of ownership, with the ability to take features from concept to production.
• Experience with LLMs, RAG systems or AI-powered applications.
• Strong full stack engineering experience across frontend and backend.
• Comfortable in a fast-paced environment where requirements evolve.
• Able to handle ambiguity and make practical engineering decisions.
• Good understanding of system design and API architecture.

Tech Stack

• Docker
• Python
• SQL & NoSQL
• Next.js
• OpenAI / Anthropic / open-source LLMs
• Kubernetes
• Node.js
• PyTorch

GMP Technologies (S) Pte Ltd | EA License: 09C3051 | EA Personnel: Arcus Ang | Registration No: R1985843