Added #

• Support for multiple LLM providers (OpenAI, Google, Anthropic)
• Enhanced tool system with better type safety and validation
• Improved state management with thread safety
• Comprehensive error handling system
• New logging and monitoring capabilities
• Security improvements
• Resource management features
• Message history management
• Schema validation system

Changed #

• Completely restructured package architecture
• Improved API design for better usability
• Enhanced type safety throughout the package
• Better error handling and reporting
• More efficient resource management

Deprecated #

• None

Removed #

• None

Fixed #

• Various bug fixes and improvements

Security #

• Added secure API key handling
• Added input sanitization
• Added rate limiting
• Added access control mechanisms

Breaking Changes #

• Introduced new schema system with abstract SchemaField class and type-specific implementations
• Implemented immutable state management system with ImmutableState class
• Redesigned message history system with thread safety and memory management
• Added new validation system with ValidationResult class
• Changed Agent class to use builder pattern for construction
• Introduced immutable MurmurationConfig with expanded options
• Modified core classes' constructors

Added #

• Enhanced error handling with MurmurationException class
• Improved logging system with structured logging capabilities
• Thread-safe caching mechanism for message history
• Type-safe schema validation for input/output
• Memory management features for long-running conversations
• Example implementation of murmuration for a chatbot and text classifier

Changed #

• Improved function call handling and parameter parsing
• Enhanced thread safety throughout the framework
• Upgraded progress tracking system
• Optimized streaming response handling
• Better type safety implementation across all components

Security #

• Added better input validation and sanitization
• Improved error message safety to prevent information leakage
• Enhanced thread-safety for concurrent operations

Updated #

• Enhanced the README file for better clarity and usability.

Fixed #

• Minor typos and formatting issues in the documentation.

Added #

• Initial release of the Murmuration framework.
• Support for orchestrating multi-agent interactions using Google's Generative AI models.
• Comprehensive documentation including installation, quick start, key features, core concepts, and best practices.
• Features for agent management, function registration, tool integration, state management, progress tracking, and streaming support.
• Error handling and debugging capabilities.
• API reference for configuration options and agent functions.
• Guidelines for contributing to the project.