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Posted 1w ago•Bangkok, Bangkok, Thailand

AI Engineer and Data Specialist

MiddleOn-site (Bangkok)Salary undisclosed
Required Skills
PythonPostgreSQLMySQLSQLLLMsFastAPI
Job Description

Key Responsibilities

  • Design, build, and optimize LLM pipelines including retrieval, context assembly, grounding, prompting, and tool-calling.
  • Develop RAG systems using vector databases, metadata design, chunking strategies, and hybrid retrieval approaches.
  • Build agentic workflows and function-calling systems capable of reasoning, planning, and executing tasks.
  • Evaluate model performance using structured test suites, synthetic QA generation, and benchmark datasets.
  • Work closely with product and domain experts to translate ambiguous requirements into clear, structured LLM tasks.
  • Diagnose and mitigate failure modes such as hallucinations, retrieval misses, and context collisions.
  • Apply lightweight fine-tuning or LoRA when needed for task-specific improvements.
  • Develop and maintain backend components for LLM pipelines (FastAPI, event systems, queues).
  • Prepare unstructured documents (PDFs, HTML, logs, knowledge bases) for ingestion and indexing in vector/RAG systems.
  • Support deployment across cloud or on-prem infrastructure (vLLM, TGI, Ollama, GPUs, token-budgeting).
  • Ensure all AI features are grounded, safe, testable, reproducible, versioned, and backed by real evaluation—not guesswork.

Requirements

Required

  • Bachelor’s d

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