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0g-promptRL

PromptRL is a reinforcement learning project for learning cost-aware LLM configurations. It treats prompt strategy selection as a Q-learning problem and searches for the best combination of model.

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Tech Stack

React
Next
Node

Description

PromptRL is a reinforcement learning project for learning cost-aware LLM configurations. It treats prompt strategy selection as a Q-learning problem and searches for the best combination of model, reasoning mode, and persona for different task difficulty levels. Instead of sending every task through the same model and prompt style, PromptRL explores a discrete action space and optimizes for output quality relative to inference cost.

Tasks Included

  • easy: short tweet generation

  • medium: constrained LinkedIn post generation

  • hard: beginner-friendly explanation of quantum computing

Team Leader
VVidip Ghosh
Project Link
Sector
AIInfra