Agentic OS & App

PenguinHarness: An Efficient Self-Evolving Agent Harness for 1,000+ Models

Date, time, and room will be added once confirmed.

Talk overview

PenguinHarness is an open-source self-evolving agent framework developed by the LlamaFactory team, supporting over 1,000 models with minimal hardware requirements. It enables agents to autonomously perform training, deployment, evaluation, and application development through a minimal toolset and multi-agent collaboration. The talk will present how to rapidly build production-ready AI applications and evaluate self-evolving agents using the GDPevo Benchmark, showing an 18.8% accuracy improvement and 7.5% cost reduction.