AI Full Stack Engineer
Base Camp Digital · Singapore
Job Summary:We are looking for an AI Full Stack Engineer who combines:Full stack development (Next.js frontend + Node.js backend) AI application engineering (LLMs, RAG, agentic workflows) Production engineering (Docker, Kubernetes, observability, reliability) Strong ownership from design through deploymentJob Responsibilities:Build end-to-end product features across frontend, backend, and AI integrationsDesign agent workflows that handle planning, tool use, failure, and recovery across multiple steps.Integrate LLMs, memory, and external tools into systems that behave reliably under real-world conditionsDesign real-time AI interactions with streaming, partial results, and tight latency constraintsImprove system reliability, observability, and fallback mechanismsCollaborate closely with ML, backend, and product teams to ship features end-to-endContinuously iterate based on real usage and failure modesIdeal Skills:Strong experience in full stack engineering (frontend + backend)Solid understanding of system design and API architectureExperience working with LLMs, RAG systems, or AI-powered applicationsAbility to handle ambiguity and make pragmatic engineering decisionsStrong ownership - able to take features from idea to productionComfort working in fast-moving environments with evolving requirementsTech StackNext.jsPython Node.js PytorchOpenAI / Anthropic / open-source LLMsSQl & noSQLKubernetesDocker