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Fala Mandelli

Conversational AI built from lectures, workshops, and curated expert knowledge.

Active2026AI · Product · RAG

The idea

Placeholder: a conversational assistant grounded in a curated body of expert knowledge — lectures, workshops, and written material — rather than generic web-scale data.

The problem

Placeholder: expert knowledge is trapped in recordings and documents. Finding the right answer means re-watching hours of material or asking someone directly.

Approach

Placeholder: retrieval-augmented generation over a structured knowledge base, with careful attention to chunking, context design, and answer attribution.

Current state

Placeholder: actively in development. Core retrieval pipeline works; evaluating answer quality and grounding.

Open questions

  • Placeholder: how to keep the knowledge base current without manual curation?
  • Placeholder: what is the right balance between faithfulness and fluency?