I / V · AI SystemsTest Automation · RAG
Applied AI & Test Automation
LLM-driven test automation, production RAG pipelines, source-consistent vector retrieval, and agentic LLM workflows.
PythonSeleniumPostgreSQL / pgvectorFastMCPOpenAI / Claude APIs
✦An LLM-driven test runner: plain-English test plans turned into Selenium actions by LLM agents, with every failure triaged as design drift or a real defect.
✦Filtered vector retrieval across 2.5M+ rows with automated vacuum & delta-sync reconciliation.
✦Production RAG architectures with pgvector (HNSW) indexing and autonomous agentic workflows.