Karmel Salah, home

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Previous experience · Morphysm · for Deutsche Oper Berlin

GPT-3 opera assistant

One of the first GPT-3 conversational products in Berlin's cultural sector, shipped as a Telegram bot.

My role

AI Engineer · 07/2021 to 03/2022

Built and deployed the assistant: designed the conversation flows, the prompt structure and the fallback handling, and built the React interface. Wrote the repository docs and video tutorials for onboarding.

Timeline
07/2021 to 03/2022
Stack
GPT-3, Telegram bot, Prompt design, React
Status
Shipped.

27,000+ monthly users, achieving an 80% reduction in manual support volume

Problem

The opera’s audience had questions; the assistant answered them in a chat app they already used.

Role

Built and deployed the assistant: designed the conversation flows, the prompt structure and the fallback handling, and built the React interface. Wrote the repository docs and video tutorials for onboarding.

Approach

Conversation flows, prompt structure and fallback routines around GPT-3, delivered through Telegram, with a React interface.

Stack

GPT-3 · Telegram bot · Prompt design · React.

Results

Developed and deployed a production conversational AI agent serving 27,000+ monthly users, achieving an 80% reduction in manual support volume through custom prompt orchestration and agentic fallback routines.

Details coming soon.

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correspondence

Schedule a call or book a coffee

Pick a free time in my calendar. It opens Google Calendar in a new tab; nothing loads before you click. Or write to hello@karmelsalah.com.