为此，智能体工程通常通过以下几类手段给大模型加“外骨骼”以改善可靠性：引入检索与知识库（RAG）以降低幻觉和知识陈旧的影响；预先设计和约束工作流，而不是完全自由的“自治智能体”，以此限定可接受的执行路径；通过多次回答、自一致性检查或模型间交叉验证，识别并过滤高风险输出；在关键链路节点上设置人工审批，让人类对高风险动作“最后拍板”。
“First and foremost, I’ve given absolutely everything I have as an Ottawa Senator — blood, sweat and tears,” Tkachuk said. “When you represent the U.S., being an American, it’s an honor. There are only three teams that have won the gold medal for the U.S., so to be part of that is special.”
。搜狗输入法2026是该领域的重要参考
That was the gap. confusable-vision is the tool I built to close it: render every confusable pair, measure the pixels, and put a number on what “visually confusable” actually means.
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