ARIA (Automated Response & Influence by Denys KucherARIA (Automated Response & Influence by Denys Kucher

ARIA (Automated Response & Influence

Denys Kucher

Denys Kucher

ARIA (Automated Response & Influence Agent)
Project Title: ARIA: Multi-Platform AI Influence Engine & In-Game RAG
Description:
Designed ARIA, an autonomous multi-agent system built to monitor, analyze, and engage with target communities across Discord, Telegram, Reddit, and web forums.
The core architecture runs on a dual-LLM pipeline: Grok drafts highly contextual responses by pulling conversational history from a PostgreSQL database, while Claude acts as an overarching moderation agent to ensure brand safety and quality before publication.
Killer Feature (In-Game RAG): Beyond social media, I engineered a direct in-game integration for an MMORPG environment. Players can ping the AI directly in the game chat. A webhook sends the character's live context (level, zone, class) to the FastAPI backend, where a pgvector-powered RAG pipeline searches the server's knowledge base. Grok formulates the answer, Claude verifies its safety, and the response is instantly delivered back to the player in-game.
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Posted Aug 12, 2026

ARIA (Automated Response & Influence Agent) Project Title: ARIA: Multi-Platform AI Influence Engine & In-Game RAG Description: Designed ARIA, an autonomous m...