UNIXDEV
Generative AI · LLM engineering and support
AI integration with evaluation and human review built into the workflow.
Where it fits
- Document search and retrieval
- Drafting and summarization support
- Structured extraction and internal assistants
What we can help with
- Model API or appropriate self-hosted integration
- Retrieval pipelines and ranking
- Tool use with explicit permissions and human checkpoints
- Evaluation sets and regression checks
- Prompt versioning, logging and operating-cost review
What matters in practice
Evaluate against the language and documents the team actually uses. Thai terminology, missing evidence and access restrictions are important failure cases.
Plan the scope
The supported versions, integrations and operating responsibilities are reviewed for each engagement. Describe the system you have today and what needs to change.