Willow Ventures

A Coding Guide to Design and Orchestrate Advanced ReAct-Based Multi-Agent Workflows with AgentScope and OpenAI | Insights by Willow Ventures

A Coding Guide to Design and Orchestrate Advanced ReAct-Based Multi-Agent Workflows with AgentScope and OpenAI | Insights by Willow Ventures

Building an Advanced Multi-Agent Incident Response System with AgentScope Creating a robust incident response system is vital for managing IT incidents effectively. In this tutorial, we will build an advanced multi-agent incident response system using AgentScope, demonstrating how to leverage various agents for routing, triage, analysis, writing, and review tasks. Setting Up Your Environment To […]

Weak-for-Strong (W4S): A Novel Reinforcement Learning Algorithm that Trains a weak Meta Agent to Design Agentic Workflows with Stronger LLMs | Insights by Willow Ventures

Weak-for-Strong (W4S): A Novel Reinforcement Learning Algorithm that Trains a weak Meta Agent to Design Agentic Workflows with Stronger LLMs | Insights by Willow Ventures

Introduction to Weak-for-Strong Harnessing (W4S) in Reinforcement Learning In recent advancements in artificial intelligence, researchers from Stanford, EPFL, and UNC have introduced the Weak-for-Strong Harnessing (W4S) framework. This innovative approach in Reinforcement Learning (RL) enables a lightweight meta-agent to design and optimize code workflows that leverage more potent executor models. What is Weak-for-Strong Harnessing (W4S)? […]