Ingrid Lehto
@ingrid.lehtoHelsinki, FI
AI stack
- LangChain
- Together AI
- Hugging Face
Can do
- Build AI agents
- Set up data pipelines with AI
- Do research with AI
Cases
Internal-docs RAG for a 50-person agency
Ingested 4k internal documents, vector store on pgvector, semantic search + Claude answer generation. Slack bot front-end.
Reduced "where do I find X" Slack messages by 65%.
LangChainSupabaseAnthropic API
Legal-clause RAG with citation
Built a clause-search system for contract drafting. Pinpoint citation back to source paragraph; hybrid BM25 + dense retrieval.
Lawyers found relevant precedent in 3 min vs 25 min.
LangChainTogether AI
