# Technology #### Agent Logs The agent logs page shows the real-time chain of thought and goal-based actions taken by SAG3 Agent. Agent logs are the backbone of any self-respecting AI agent. They demonstrate beyond a shadow of a doubt that the tech actually exists and works.

SAG3.ai Agent logs

#### Core Components 1. **Research Engine** * Powered by Perplexity AI's sonar-pro model * Capable of collecting and organizing data from multiple sources * Source tracking and citation management 2. **Analysis Engine** * Utilizes DeepSeek's R1 reasoning model (hosted in USA) * Structured data processing for interpretation and attribute scoring * Pattern recognition for strengths and weaknesses identification 3. **Tweet Generation System** * AI-driven content creation for social sharing * Context-aware messaging that incorporates cashtags or @ mentions * Tone consistency and brand alignment 4. **Image Processing Pipeline** * Automated creation of analysis summary images * Optimization for social media sharing * Thumbnail generation 5. **Scheduling System** * Automated queue management for social posts * Time optimization algorithms * Retry mechanisms for failed operations #### Architecture * **Frontend**: React-based web application with interactive components * **Backend**: Supabase-powered database and Privy authentication * **Edge Functions**: Serverless functions for AI operations and social media posting * **Data Storage**: Secure storage for analysis results and user data #### Integration Points * **Twitter API**: For monitoring KOLs, posting analysis reports and hot takes * **CoinGecko API**: For price and market data integration * **Perplexity API**: For research data collection * **Fireworks API**: For reasoning-based analysis processing * **OpenAi API**: For generating context-aware research images

Research image generated for Story Protocol