Topic
co-evolution
Artificial Intelligence #gpu kernel optimization#reinforcement learning
daVinci-kernel: Reinforcement Learning Framework Automates GPU Kernel Optimization with Co-Evolving Skill Library
A new reinforcement learning framework called daVinci-kernel automates GPU kernel optimization by co-evolving skill selection, summarization, and utilization. The framework, detailed in a preprint on arXiv, uses three agents sharing one LLM backbone and achieves 37.2%, 70.6%, and 32.2% on KernelBench Level 1, 2, and 3 respectively, outperforming prior RL-trained models.
Jun 16, 2026 1 source
Artificial Intelligence #multi-agent#framework
Synthetic Counteradaptation: A New Framework for Human-AI Co-evolution in Enterprise Systems
A new research paper introduces synthetic counteradaptation, a principle describing how humans and AI systems co-evolve by adapting to each other's strategies. The paper analyzes examples from the game of Go, mixed-motive social interactions, and geopolitical simulations, providing a framework for understanding recursive human-AI dynamics in multi-agent environments.
Jun 16, 2026 2 sources