Delivering plug-and-play, framework-agnostic technology agent evolution capabilities for improved performance
The Agent Lifecycle Toolkit helps agent builders improve their agents over time with minimal integration effort. These components allow agents to learn from their own trajectories — evolving continuously from first deployment through production maturity and beyond.
Evolve¶
Evolve generates guidelines from past trajectories and injects them into the agent's prompt to help avoid repeating mistakes.
Evolve is a system designed to help agents improve over time by learning from their trajectories. It uses a combination of an MCP server for tool integration, vector storage for memory, and LLM-based conflict resolution to refine its knowledge base.
Can't find what you're looking for?¶
If you were looking for some of the ALTK components released in 2025, you can still find them here.