A brief analysis of the upgrades of Eliza V2, the AI Agent framework of ai16z

avatar
Jinse Finance
2 days ago
This article is machine translated
Show original

Author: Ningning

I spent some time studying the current version of the AI Agent framework Eliza of AI16Z and the differences between it and the V2 version revealed by Shawn.

Before the comparison, let's first understand the basic architecture of the current version and the V2 version.

As shown in Figure 1, the current version of the Eliza framework consists of the Interface Layer, the Core Layer, and the Model Layer.

Interface Layer

  • Responsible for interacting with external platforms

  • Supports multiple platforms such as Discord, Twitter, and Telegram

  • Provides API interfaces for other systems to call

Core Layer

  • Memory system: provides retrievable storage and document processing capabilities

  • Behavior system: manages custom behaviors and action execution

  • Configuration system: manages configurations through .env and elizaConfig.yaml

Model Layer

  • Supports various large language models, including OpenAI, Anthropic, Llama, Grok, etc.

  • Provides a unified model interface abstraction

The interaction between the layers is through standard interfaces, supporting a high degree of modularity and extensibility.

On the 15th, Shawn revealed that they are developing the Eliza v2 version, and the alpha version is expected to be released in 2 to 3 weeks.

Eliza v2 will unify the message bus and simplify the client; unify the Agent wallet; adopt a registry and override model for the model system; enhance the extensible and generic core framework; update community plugins; and achieve 100% test coverage.

The estimated architecture design of the V2 version is as follows:

Let me explain the main improvements of Eliza v2 and their positions in the architecture:

Improvements in the Interface Layer: Unified message bus

  • The originally scattered client integration is transformed into a unified message processing system

  • Each platform (Discord/Twitter, etc.) becomes an adapter to the message bus

  • Simplifies client development and maintenance

  • Provides a more consistent message processing experience

Improvements in the Core Layer: Unified agent wallet

  • Integrates the originally scattered wallet configurations

  • Provides unified multi-chain wallet management

  • Simplifies cross-chain operations

Extensible core framework: Redesign the core interface to make it more generic

  • Enhances the extensibility of the framework

  • Improves the plugin integration mechanism

Community plugin updates: Improve the plugin system

  • Improve plugin management

  • Ensure quality with 100% test coverage

Improvements in the Model Layer: Introduce a model registry mechanism

  • Support dynamic registration and override of models

  • Categorize models into two main types: LLMs and Embeddings

  • More flexible model calling methods

The new version of the architecture is more modular and unified, with clearer interactions between different components, and provides a better foundation for future expansion.

Finally, from an investment perspective, Eliza v2 will bring new growth opportunities for functional extension plugins like AgentTank.

Source
Disclaimer: The content above is only the author's opinion which does not represent any position of Followin, and is not intended as, and shall not be understood or construed as, investment advice from Followin.
Like
Add to Favorites
Comments