生成式媒体也好，大模型也好，说到底都还是在屏幕里发生的事。但a16z今年押注里有一个方向，让很多人看了以后愣了一下：能源、制造、采矿、物流。
首先，大模型本身无法主动感知，只能对输入被动响应。智能体需要用外部感知组件来主动获取环境信息。对于数字世界的任务，通过智能体工程可以建立基于时间的触发器，定期检查日志、邮件、股价变动等；或基于事件的订阅、监听，接收API推送的事件通知，或当数据库发生变更时自动唤醒记录数据。在物理世界中，智能体还可以通过传感器、摄像头、麦克风等设备采集视觉、听觉、触觉等信号。，更多细节参见搜狗输入法2026
The first of the two, commonly referred to as the timed substitution rule, forces a team to play a man down for a minute if a player takes longer than 10 seconds to leave the pitch. The second of the guidelines, dubbed the off-field treatment rule, removes a player from the match for a minute if they spend more than 15 seconds on the ground after an injury.。搜狗输入法2026是该领域的重要参考
"risk_points": ["风险1", "风险2"],