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VALYA

2026·an SMM strategist as an AI employee·RAG · persona system · telegram bot

A working SMM strategist turned into a Telegram bot: RAG over a 170-source knowledge base and three real client cases, a persona that pushes back instead of agreeing, frame-by-frame analysis of reels when there is nothing to transcribe. It ships finished deliverables — strategies, briefs, creative specs — not conversation.

170sources in the knowledge base
3real client cases with full strategy cycles
21Kcharacters of persona system prompt

Not an assistant — a colleague

The persona is a real strategist's voice: warm, direct, slangy, and capable of telling you your idea is bad. Feedback from the real person it was modelled on: "she tears me to pieces — and I'm fine with that". When asked for a task she produces the artifact, not a discussion about it.

What it knows

170 structured sources: a 90-module marketing course, three complete client projects (strategies, proposals, audience analysis, influencer briefs, collaborations), offers and decks. It lives twice — as the Telegram bot and as a Claude Code persona workspace, where the same voice gets all the coding tools.

The hard part

Reels often have nothing to transcribe — just music. So the bot takes frame-by-frame screenshots and reads the visuals through a vision model. It also runs an inbox: drop a link or a video into a synced folder from your phone, and every half hour a scheduled task files it into the resource library.