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Flame

AI-powered Facebook engagement automation

November 2025Live SiteMongoDBRAGVector SearchAI

Project Scope

Flame is an AI-powered automation platform for Facebook messages and comments. It helps businesses automate customer interactions using information from their own knowledge bases.

My Role

I contributed to the retrieval and response-generation pipeline behind the automated conversations.

  • Implemented retrieval-augmented generation for knowledge-grounded responses.
  • Used vectorization, semantic retrieval, and AI-powered response generation.
  • Helped produce context-aware conversations for customer messages and comments.

Contribution

The work connected business knowledge with semantic search and response generation so automated replies could remain relevant to the customer's conversation.

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Skills used

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