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Intelligent systems · 01
AI Integration & Automation
I design and build grounded AI experiences for teams that need measurable operational value. That can mean adding semantic search to an existing product, building a RAG assistant over private knowledge, automating a multi-step workflow, or exposing AI capabilities through a reliable FastAPI service.
Typical technology
PythonFastAPIOpenAILangChainPostgreSQLpgvector
What the engagement covers
Built around an outcome, not a task list.
LLM and model API integration
RAG, embeddings, pgvector, and semantic search
AI agents and bounded workflow automation
Python and FastAPI AI services
Evaluation, safeguards, observability, and iteration
Expected outcomes
01Faster knowledge discovery
02Less repetitive operational work
03Human review where decisions matter