Dynamo: Dynamic Skill-Tool Evolution for Vision-Language Agents

1. 1Inspect a frozen vision-language model's correct and incorrect attempts on a small labeled training subset
2. 2Evolve reusable reasoning skills for cognitive bottlenecks using the inspected attempts
3. 3Develop executable visual tools for perceptual challenges
4. 4Integrate the evolved skills and tools into the frozen model
5. 5Test the adapted model on visual reasoning tasks

AI researchers and engineers working on vision-language models can benefit from Dynamo's ability to adapt frozen models without weight updates, improving overall model performance

💡 Dynamo enables vision-language agents to improve visual reasoning capabilities without requiring retraining or weight updates

🤖 Introducing Dynamo: a training-free framework for evolving vision-language agents without retraining! 💡