https://galadriel.com/ In the realm of artificial intelligence, verifying that an AI response genuinely came from a specific model and wasn’t tampered with presents a significant challenge. The Chain of Trust in verified AI inference provides a robust solution through multiple layers of security and cryptographic proof. The Foundation: Trusted Execution Environment (TEE) At the core of verified inference lies the Trusted Execution Environment (TEE), specifically AWS Nitro Enclaves. This hardware-isolated environment provides a critical security […]

The Transformer architecture is a type of neural network that has advanced natural language processing (NLP) tasks while recently being applied to various other domains including time series prediction. Here’s a detailed look at its key components and how they function: Key Components of Transformer Architecture: How Transformers Work for Financial Forecasting: Practical Considerations: In summary, the Transformer architecture is particularly well-suited for tasks where understanding the relationship between elements of a sequence is crucial, […]