Technology

SAG3.ai combines cutting edge AI models with efficient data processing.

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