Tech-savvy? Biz-Savvy?

本文讨论了在当前中国社会环境下,开发者提升自身商务素养的重要性。文章指出,在面对经济压力和社会地位的挑战时,开发者不应仅仅满足于技术专长,还需要具备一定的商业洞察力,以便更好地实现个人职业发展。

An IBM development VP recently answered an interview. One of the interview questions was that what suggestions he'd have for the mass of developers for them to become successful in their careers. The VP mentioned that one important factor was to become biz-savvy.

Well, I believe this holds true for the typical developers who enjoy caffeine and coding through the nights. They do need to look beyond their Dilbert stereotype and become a little bit more biz-savvy if they don't like pointy haired bosses to rule them.

But that also depends on who you are now and who you want to be.

I have personally seen more than a few great developers who shows excellent technical potential, and yet decided to do more business. They just became mundane business people.

This is especially a problem with the highly thriving and restless atmosphere in China. I grew up as a typical technical guy. So I can understand this increasingly heavy pressure from unnamable sources to developers. There are people who are making a lot and lot of money out there, by simply doing "business" stuff. Yet, developers are required to sit in small cubicles staring at computer screens all day while their bosses often don't show enough respect to them.

This is a different story in China than in the US or other western countries. In China, young people have to fight for existence first. Young graduates coming fresh out of school are pressed to find better paid jobs. Their families have spent years of family income for their education. The government doesn't pay for their unemployment. Their parents have retired, with little pension. Housing price has been skyrocketing. They will have to work for almost an entire life to afford a simple apartment. Everything is about money.

Yes, and it seems that the highest paid positions are in doing business. Everyone is talking about successful entrepreneurs. Everyone wants to do management.

I have interviewed dozens of students. And I can feel that for many of them, the sheer passion in technology is the least likely reason that they choose to become a developer. The valid reason is simply that being a developer has a steady pay at the moment. And many fresh employees eagerly seek to become "biz-savvy" even before they become "tech-savvy" enough. Because they believe they see more money in that.

What's the problem? Why are less-than-2-year-experience developers crazy about executive biographies and fancy marketing stories more than ingenious technical stuff? Why do CS majored students long for consulting jobs where software productivity is sarcastically measured by lines of code?

Someone has to fix this problem in China. And I believe it's the employers themselves' responsibility to do so. Treat your developers fair first, before you even dream about your master business plan. Without the tech-savvy folks, nothing will be realized.

内容概要:本文围绕“基于数据驱动的 Koopman 算子的递归神经网络模型线性化,用于纳米定位系统的预测控制研究”展开,提出了一种结合Koopman算子理论与递归神经网络(RNN)的数据驱动建模方法,旨在对非线性纳米定位系统进行有效线性化建模,并实现高精度的模型预测控制(MPC)。该方法利用Koopman算子将非线性系统映射到高维线性空间,通过递归神经网络学习系统的动态演化规律,构建可解释性强、计算效率高的线性化模型,进而提升预测控制在复杂不确定性环境下的鲁棒性与跟踪精度。文中给出了完整的Matlab代码实现,涵盖数据预处理、网络训练、模型验证与MPC控制器设计等环节,具有较强的基于数据驱动的 Koopman 算子的递归神经网络模型线性化,用于纳米定位系统的预测控制研究(Matlab代码实现)可复现性和工程应用价值。; 适合人群:具备一定控制理论基础和Matlab编程能力的研究生、科研人员及自动化、精密仪器、机器人等方向的工程技术人员。; 使用场景及目标:①解决高精度纳米定位系统中非线性动态响应带来的控制难题;②实现复杂机电系统的数据驱动建模与预测控制一体化设计;③为非线性系统控制提供一种可替代传统机理建模的有效工具。; 阅读建议:建议结合提供的Matlab代码逐模块分析实现流程,重点关注Koopman观测矩阵构造、RNN网络结构设计与MPC控制器耦合机制,同时可通过替换实际系统数据进行迁移验证,深化对数据驱动控制方法的理解与应用能力。
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