Non-Deterministic Operations Handling
Overview
GenLayer extends traditional smart contracts by allowing Intelligent Contracts to perform non-deterministic operations, such as interacting with Large Language Models (LLMs) and accessing web data. Handling the variability inherent in these operations is crucial for maintaining consensus across the network.
Challenges
- Variability of Outputs: Non-deterministic operations can produce different outputs when executed by different validators.
- Consensus Difficulty: Achieving consensus on varying outputs requires specialized mechanisms.
Solutions in GenLayer
- Equivalence Principle: Validators assess whether different outputs are equivalent based on predefined criteria, allowing for consensus despite variability.
- Optimistic Democracy: The consensus mechanism accommodates non-deterministic operations by allowing provisional acceptance of transactions and providing an appeals process.
Developer Considerations
- Defining Equivalence Criteria: Developers must specify what constitutes equivalent outputs in their Intelligent Contracts.
- Testing and Validation: Thorough testing is essential to ensure that non-deterministic operations behave as expected in the consensus process.