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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. |