# Adaptive

SakanaAI/self-adaptive-llms is an adaptive framework called Transformer2, designed to address the challenges of traditional fine-tuning methods, which are computationally intensive and have static capabilities in handling diverse tasks. This framework adjusts large language models (LLMs) in real time during inference using a two-step mechanism: first, a scheduling system identifies task attributes; then, task-specific 'expert' vectors trained via reinforcement learning are dynamically mixed to achieve target behavior for the input prompt. Key advantages include real-time task adaptability, computational efficiency, and flexibility. Developed by the SakanaAI team, this project is open-source on GitHub, currently boasting 195 stars and 12 forks.

aiwaves-cn/agents is an open-source framework focused on data-driven adaptive language agents. It provides a systematic approach to training language agents through symbolic learning, inspired by the connectionist learning process used for training neural networks. The framework implements backpropagation and gradient-based weight updates, utilizing language-based losses, gradients, and weights to optimize multi-agent systems.

Hippo Learning boasts an industry-leading technical team that constructs a recommendation model based on learning behaviors. It assesses students' abilities and tracks changes in 'Mastery Level' in real-time, offering personalized learning content recommendations to help teachers deliver precise teaching methods and assist students in adaptive learning. The product provides full-process services including pre-class review, in-class self-study, and post-class reinforcement. It supports various smart interactive problem-solving methods to encourage active learning and knowledge consolidation.

Luna AI is an adaptive multi-person chat robot with intelligent dialogue and language understanding capabilities. It can be used in customer service, entertainment, education and other scenarios. Luna AI supports multiple languages and language styles, providing users with a comprehensive and personalized chat experience. Whether used on websites, mini-programs, or plugins, Luna AI can help users communicate better with others.