谷歌为AI智能体打造Wiki知识库，实现经验积累与技能进化
原标题：Google gives AI agents their own wiki so they can learn from mistakes and successes
AI 摘要
谷歌研究院推出 WikiSkill 框架，为 AI 智能体配备持久化知识库，通过类似 wiki 的结构记录每次运行中的失败与成功经验，并生成可复用的“Agent Skills”模块来指导后续行为。该框架在多个基准测试中显著提升了模型性能，如 Gemini-3.5-Flash 平均准确率从 49.5% 提升至 68.1%，且技能可跨模型迁移。研究受 Andrej Karpathy 的“LLM Wiki”观点启发，旨在解决智能体持续学习问题。
正文节选
Google gives AI agents their own wiki so they can learn from mistakes and successes Researchers at Google Research have introduced WikiSkill, a framework that pairs AI agents with a persistent knowledge base. Instead of throwing away what the agent learned after each run, the system collects knowledge about failures and successes in a wiki-like structure and uses it to improve the agent's abilities over time. That knowledge gets packaged into "Agent Skills," reusable modules that guide an agent'