AI Agent Engineer: Multimodal Dialogue, Memory & Safety

SHOPEE IP SINGAPORE PRIVATE LIMITED

Singapore

On-site

SGD 120,000 - 180,000

Full time

6 days ago
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Job summary

SHOPEE IP SINGAPORE PRIVATE LIMITED is seeking a researcher to design and develop core agent algorithms, including multi-turn dialogue planning and tool orchestration, with memory graphs for personalized interactions.

You will advance emotion-aware dialogue modeling, LLM alignment and safety strategies (SFT and DPO), and multimodal reasoning integrating vision with dialogue planning for tutoring or adaptive guidance.

Qualifications

  • Hands-on research and engineering experience building conversational agents with memory systems.
  • Experience with persona-aware and emotion-aware dialogue modeling and LLM alignment (SFT, DPO).
  • Experience orchestrating agent pipelines with retrieval, ranking, and tool use.
  • First-author publications at top-tier venues on persona-driven dialogue generation.
  • Experience building vision-language tutoring/dialogue agents with multimodal reasoning and reinforcement learning for sequential decisions and 3D reconstruction from point clouds.
  • Strong Python and Bash; PyTorch and Hugging Face; LoRA/PEFT; prompt engineering; model evaluation pipelines.
  • Experience deploying LLMs/VLMs on AWS/GPU clusters; familiar with PostgreSQL, Neo4j, AWS S3.
  • Strong problem analysis and ability to work independently and with teams.

Responsibilities

  • Design and develop core agent algorithms including multi-turn dialogue planning and tool orchestration.
  • Build and maintain agent memory architectures using knowledge graphs.
  • Develop emotion-aware dialogue modeling techniques.
  • Design and implement LLM alignment and safety strategies (SFT, DPO).
  • Build multimodal agent capabilities that integrate vision-language reasoning with dialogue planning.
  • Benchmark and deploy LLMs/VLMs across GPU clusters and cloud environments; build evaluation pipelines.
  • Track frontier research and represent findings at AI/NLP venues.

Skills

Python
Bash
PyTorch
Hugging Face
LoRA/PEFT
Prompt engineering
Model evaluation
PostgreSQL
Neo4j
AWS S3
research skills
independence

Education

Master's degree or above in CS/AI/NLP

Tools

PostgreSQL
Neo4j
AWS
GPU clusters

Job description

SHOPEE IP SINGAPORE PRIVATE LIMITED is seeking a researcher to design and develop core agent algorithms, including multi-turn dialogue planning and tool orchestration, with memory graphs for personalized interactions.

You will advance emotion-aware dialogue modeling, LLM alignment and safety strategies (SFT and DPO), and multimodal reasoning integrating vision with dialogue planning for tutoring or adaptive guidance.

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