PredicTEE
PredicTEE: Telegram AI bot delivering BTC predictions via ML inside a secure TEE.
Project Description
PredicTEE leverages the power of AI to forecast BTC trends. The core AI agent operates inside a Nillion TEE machine, ensuring that all data and computations remain secure and tamper-proof. For the prediction engine, PredicTEE deploys a state-of-the-art Nixtla Times Series Transformer model, with Marlin streamlining its secure deployment inside the TEE.
How it's Made
PredicTEE is a Telegram bot that delivers BTC predictions with a secure twist. Here's a concise rundown of how it's built:
Telegram Interface: Uses the Telegram Bot API with Python libraries for real-time user interactions.
AI Prediction Engine: Powered by the Nixtla Times Series Transformer model, it processes historical BTC data to forecast trends.
Secure Execution: All computations run inside a Nillion TEE, ensuring data integrity and privacy.
Seamless Deployment: Marlin containerizes and deploys the model within the TEE, simplifying updates and scaling.
Custom Middleware: Bridges the untrusted Telegram layer with the secure TEE, employing asynchronous queues for efficient data flow.
