What's Changed

New Features & Enhancements

• Agents as an atomic unit. (Agent(...).kickoff())
• Support to Custom LLM implementations.
• Integrated External Memory and Opik observability.
• Enhanced YAML extraction.
• Multimodal agent validation.
• Added Secure fingerprints for agents and crews.

Core Improvements & Fixes

• Improved serialization, agent copying, and Python compatibility.
• Added wildcard support to emit()
• Added support for additional router calls and context window adjustments.
• Fixed typing issues, validation, and import statements.
• Improved method performance.
• Enhanced agent task handling, event emissions, and memory management.
• Fixed CLI issues, conditional tasks, cloning behavior, and tool outputs.

Documentation & Guides

• Improved documentation structure, theme, and organization.
• Added guides for Local NVIDIA NIM with WSL2, W&B Weave, and Arize Phoenix.
• Updated tool configuration examples, prompts, and observability docs.
• Guide on using singular agents within Flows