Leonie Monigatti
- title
- Leonie Monigatti
- type
- entity
- summary
- AI engineering writer at leoniemonigatti.com on RAG, context engineering, embeddings; workshop speaker
- tags
- person, blog, rag, context-engineering
- created
- 2026-07-21
- updated
- 2026-07-21
Leonie Monigatti writes about AI engineering at leoniemonigatti.com, focused on RAG, context engineering, embeddings, and search. Her posts tend to be code-first: working LangChain agents, Elasticsearch demos, concrete tool definitions, and where each approach breaks rather than only where it works.
She speaks at industry events. The article ingested here is an edited long-form version of a workshop she gave at AI Engineer Europe 2026 in London on April 8, 2026, with slides, code, and diagrams published in a companion repository. Her related work also appears on the Elastic search-labs blog, where she argued that the shell tool is not a silver bullet for context engineering.
Ingested articles
- agentic-search-context-engineering — context engineering is ~80% agentic search; three demos comparing semantic search, general-purpose query tools, and the shell tool
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