AI twin
Simple
A digital Vyacheslav: ask a question — it answers with his knowledge.
Business
A consultant over the author’s corpus; the “Ask Vyacheslav” lead channel.
Tech
RAG over the author corpus via /api/ask, fail-closed when the LLM is unavailable.