曾有那么一段时间, 在家长们的眼中, “学编程”呈现出的画面是极为固定的, 孩子静静地端正坐在电脑跟前, 拖拉着彩色的积木, 使得屏幕当中的小猫跳跃两下, 让屏幕里面的恐龙奔跑一圈。然而, 在 2026 年之时, 踏入各地小学中的创客教室, 参与课后服务以及科技社团, 其景象已然是全然不同了, ——。

由孩子们手上拿着的螺丝刀、齿轮、电机以及传感器, 先是花费半小时拼出一辆巡线车或者一只机械臂, 接着在平板或者电脑上去拖几块指令, 于是小车在桌面上真正地拐弯、避障、沿着黑线跑起来。从“指尖划屏”转变到“齿轮咬合”, 这届小学生的编程课, 全然变天了。

一、纯屏幕编程没过时，但“只学屏幕”不够了

仍然是相当出色的逻辑启蒙工具, 顺序、循环以及条件判断经由它被转化成了彩色方块, 年龄较小的孩子易于上手。然而, 纯虚拟环境存在着三个无法回避的局限:

将反馈停留在像素当中, 小猫一旦撞到边缘便会反弹, 就算穿模也依然能够继续奔跑前行, 就连孩子都很容易便会用“差不多算对”这样的说法来糊弄过去。

物理方面的变量处于缺失状态, 不存在电压, 不存在摩擦, 不存在齿轮公差, 代码正确与否仅仅依据屏幕上所出现的报错来判定, 逻辑无法像根系那样生长壮大。

AI将语法红利消耗殆尽, 在2026年时, AI仅用十几秒就能完成一段巡线程序的编写, 而执着于“怎么敲代码”的那种想法的边际价值迅速趋向于零。

2026年, 教育部以及其他四个部门联合印发了《“人工智能 + 教育”行动计划》, 该计划明确提出要推动人工智能教育全面纳入地方课程体系, 义务教育阶段的信息科技课标里, “身边的算法”以及“过程与控制”也成为了硬性模块。在AI时代真正稀缺的能力是, “让一段逻辑在真实世界里不撞墙” 的这种能力, 这种能力要求会拆解问题, 会进行归因, 还会调试物理系统。

二、软硬结合：让代码长出手脚

一种新趋势, 它被称作“软硬同构”, 或者是“实物编程”, 代码, 其所在之处, 已不再仅仅是运行于CPU之中, 而是直接地去驱动电机, 读取传感器, 进而在物理世界产生出可见的结果。

它的学习闭环很硬核：

1.先搭：拧螺丝拼出车体，理解三角稳定、传动比、重心；

2.再编：用图形化（或进阶 ）写“遇障左转”“灰度巡线”；

3.运行：小车真的动起来；

4.要是巡线阈值设置错误, 那就会冲出黑线, 要是传感器偏离5度, 那就会直接撞墙, Bug并非是红色报错框, 而是撞墙时那种闷响形成的。

5.当结构松的时候就会出现打滑的情况, 于是在循环里面加上延时滤波, 而这一行逻辑是孩子亲手拧出来的身体经验呀。

倘若将这种“搭建, 编程, 运行, 归因, 调优”所构成的闭环, 把数学方面如角度、速度, 物理方面像杠杆、摩擦, 逻辑方面诸如分支、循环融入到同一个真实项目之中, 计算思维才能够真正地“长进脑子”。

三、途道机器人：把“变天”做成了课桌样本

在这一轮转向当中, 途道机器人（TUDAO Robot）是一个极为典型的国产切口, 它是由广东工业大学教授团队与无人机极客联合进行研发的, 其拥有一百多项专利, 已经进入到全国超过5000所小学以及3000多个机器人培训中心的课堂, 它自研的平台是基于3.0进行深度定制的, 图形化拖拽能够无缝切换到/C++, 底层固件会把红外、灰度、超声波、9轴IMU数据直接映射成指令。

它的课堂长这样：

3至6岁, 采用大颗粒, 搭配实物编程卡, 无屏或者低屏, 以此让孩子感知齿轮传动以及它们之间的因果关系。

《机械编程师》针对6至10岁孩童, 拼出避障车、巡线小车玩法需拖动一个“遇障左转”指令, 桌上小车真的会转弯。

10岁及以上, 凭《智控板》进行操作, 开展PID巡线以及多传感器融合相关活动, 同全国青少年机器人技术等级考试、WRC、蓝桥杯等白名单赛事实现对接。

人工智能能够给出巡线初稿, 然而, 关于“阈值是否适配这台车、齿轮松紧需不需要补偿”的判断权力掌握在孩子手中。人工智能输出初稿, 人来进行物理终审, 这恰恰就是新编程课的核心姿态。

四、变天之后，孩子到底在学什么

回到家长最关心的事：不盯着屏幕敲代码了，那学啥？

来学习进行拆解, 将“自动分拣”这一行为切分为识别这一步骤, 判断这一要点, 执行这一环节, 人工智能是无法替代确定目标这一行为的。

学归因：小车跑偏，分得清是地面反光、齿轮松脱还是循环漏写；

学指挥AI, 要先用自然语言获取首稿, 再借物理反馈予以验证, 最后靠机械微调来兜底算法。

学习造物, 要把一段代码, 最终变为呈现“齿轮咬合”, 以及“小车过弯”这般真实动作的结果。

这同样属于信息科技课标之中“计算思维 + 过程与控制”的实体化实现之地步, 也就是说, 把之前那种在键盘上进行语法刷题的编程方式予以改变, 转变成为一种给 AI 创建实体身躯, 进而促使逻辑在现实世界里能够顺畅运行的系统能力。

写在最后

这届小学生的编程课发生了变化, 这变化不是否定, 这变化也不是把每个孩子培养成机器人工程师, 而是让代码从悬浮有像素之中走出来, 让代码锚定到齿轮之上, 让代码锚定到电机之上, 让代码锚定到巡线黑线上。

当孩子于途道机器人跟前转动最后一枚起子, 拉下“遇障左转项”, 瞅着小车确实拐弯的时候, 此时他学得的并非语法, 而是“我能够促使想法转变为现实”的底层自信心。人工智能编写代码比人类迅速, 这件事情在2026年已然没有争议；但正因为如此, 编程课程才从“敲击键盘”转变为“制造机器人”, 从虚拟积木迈向齿轮咬合。

在未来之际, 能够指挥AI的孩子, 并且在物理世界当中可以调得动机器人的孩子, 才是握着真正底色的孩子。

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