Building 1,000+ AI Personas for Telegram Comments

The article describes how the authors built an AI system to generate contextual comments from 1,000+ unique personas on Telegram channels, overcoming the challenges of Telegram's anti-bot systems and building a 15-layer anti-spam pipeline.

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Why it matters

This article showcases an innovative AI-powered approach to generating engaging, contextual comments on Telegram channels, overcoming the challenges of human-generated content.

Key Points

  • 1Hired humans to write comments, but it failed due to boredom, inconsistency, and no-shows
  • 2Built an AI system using TDLib to generate comments from 1,000+ unique personas with persistent traits, opinion drift, and natural language quirks
  • 365-85% of comments are threaded replies where personas argue, agree, and reference real-time market data
  • 4Biggest challenge was keeping accounts alive and avoiding Telegram's aggressive anti-bot systems

Details

The article describes how the authors tried hiring human teams to write comments on Telegram channels, but it failed after 3 months due to issues like boredom, inconsistency, and no-shows. They then built an AI system using Telegram's official C++ library, TDLib, to generate comments from over 1,000 unique personas. Each persona has persistent personality traits, opinion drift over time, and natural language quirks like typos and slang. Around 65-85% of the generated comments are threaded replies where the personas argue, agree, and reference real-time market data from services like BingX, CoinGlass, and CoinGecko. The biggest technical challenge was not the natural language processing, but keeping the accounts alive and avoiding Telegram's aggressive anti-bot systems. They had to implement natural typing delays, randomized activity patterns, and session management on TDLib to avoid bans. The authors also built a 15-layer anti-spam pipeline called ModerAI with 99.7% accuracy, including voice spam transcription and Vision AI for image spam.

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