Technical Infrastructure and DevOps Architecture

• Compute & LLM Hosting: Self-hosted LLMs like Mistral and DeepSeek, optimized for specific tasks. The infrastructure is a containerized Docker environment running on RunPod.

• Data Layer:

  • Embedding Models: Self-hosted models based on Nomic AI.

  • Databases: TimescaleDB for time-series data, Redis for session management, and MongoDB Atlas for persistent data.

• Agent Monitoring & Observability: A self-hosted Elasticsearch cluster is used to monitor system health and agent performance, providing real-time analytics on token consumption, latency, and error rates.

• Security: Security is our highest priority. All smart contracts will be audited by multiple reputable firms before and after launch. We will also run a continuous bug bounty program to reward those who report potential vulnerabilities.