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Algorithm Zoo

AgentLightning includes several popular and frequently requested algorithms in its built-in library, allowing agent developers to use them directly. These algorithms are designed to be compatible with most agent scenarios.

For customizing algorithms, see Algorithm-side References.

Algorithm	Optimizing Resources	Description
APO	{<initial_prompt_key>: [PromptTemplate][agentlightning.PromptTemplate]}	Automatic Prompt Optimization (APO) algorithm using textual gradients and beam search.
VERL	{"main_llm": [LLM][agentlightning.LLM]}	Reinforcement Learning with VERL framework.