AI Engineer and Data Specialist
BangkokOn-siteFull-time
AI Summary
Design, build, and optimize LLM pipelines and RAG systems; develop agentic workflows and function-calling; evaluate model performance; and prepare unstructured documents for ingestion and indexing.
About this role
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 degree in Computer Science, Data Science, Engineering, Information Systems, Statistics, or related field; or equivalent practical experience.
- 1–3 years of experience in a data / AI / analytics / software role, or strong project portfolio demonstrating equivalent capability (strong fresh graduates will be considered if portfolio is solid).
- Practical proficiency in Python for:
- Data handling (e.g. pandas, basic NumPy)
- Calling APIs and working with JSON
- Writing small scripts/services
- Practical proficiency in SQL (e.g. MySQL, PostgreSQL) for querying, joining, and aggregating data.
- Experience with at least one BI / dashboarding tool (Looker Studio, Metabase, Power BI, Tableau, or similar).
- Hands-on experience using LLM / AI APIs in projects (personal, academic, or production), not only theoretical knowledge.
- Ability to structure problems, work independently on tasks, and deliver within agreed timelines.
- Ability to communicate clearly in Thai, with working proficiency in English for tools, documentation, and some communication.
Benefits
- Health Insurance
- Hybrid
- Annual Leave 12 days
- Mental Health counseling sessions with psychiatrists and psychologists through ooca platform
- Social Security Insurance
- Provident Fund (condition applied)
- Annual Health check-up (condition applied)
- Special discount home loan interest with Government Housing Bank
- BYOD policy: Personal laptops less than 3 years old are eligible for 1000 THB/month subsidy (registration required)
Skills
FastAPIGPUJSONLLM APIsLooker StudioLoRAMetabaseMySQLNumPyOllamaPandasPostgreSQLPower BIPythonRAGSQLTableauTGIVector DatabasesVLLM
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