2 papers
cs.AI2026
Agent-Native Immune System: Architecture, Taxonomy, and Engineering
Bo Shen, Lifeng Chang, Tianyuan Wei +7
The transition from static chat bots to autonomous agents--equipped with persistent memory, tool-use protocols, and multi-agent collaboration--has fundamentally expanded the AI thr…
cs.AI2026
MAPGD: Multi-Agent Prompt Gradient Descent for Collaborative Prompt Optimization
Yichen Han, Yuhang Han, Siteng Huang +7
Prompt engineering is crucial for fully leveraging large language models (LLMs), yet most existing optimization methods follow a single trajectory, resulting in limited adaptabilit…