In the previous part, I discussed how AI impacts learning and team effectiveness, highlighting the tension between speed and deeper understanding. While AI offers clear advantages, it also introduces new risks for long-term team health.

In this final part, I focus on how teams can consciously integrate AI while preserving collaboration, psychological safety, and strong team dynamics.

In part one, I explored how AI is subtly changing team dynamics through isolation and echo chamber effects. While AI makes individual developers more productive, it can also reduce the natural collaboration that strengthens teams.

In this part, we take a closer look at what this means for learning, knowledge transfer, and the balance between speed and depth in software development.

This blog kicks off a three-part series based on my article “AI’s Impact on Team Dynamics,” originally published in a special edition of JavaPro magazine for JCON Europe 2026, titled Java in the Age of AI. You can find the full magazine here.

In this first part, I explore how AI is already reshaping the way we collaborate as teams and the less visible effects that come with it.

In a previous blogpost you can learn about the semver command in Nushell to transform a string value into a semver type. The command has a subcommand match-req. You can use this command to check if a version matches part of the semantic version parts. The result is a boolean value. The version to compare with doesn’t have to defined fully, but could exist of only the major, minor or patch parts. The value you pass can also be used to check if a version is greater or smaller than a given version. A range with a lower and upper version to match on can be defined as well. The boundary values are separated by a comma.

In this article we present our rule of thumb for the sizing of solutions based on what an organisation can handle. Our primary goal is to make you aware of cognitive load theory and sociological considerations on organisational structure. Be aware that these are somewhat fuzzy theories, which are still debated and do not provide us with definitive answers. We are still convinced that taking these ideas into consideration helps in making organisations more effective. With our rule of thumb we hope to provide organisations a tool for conversation around how to effectively organize flows of work, without overloading and burning down teams.

In less than 24 hours we had 25+ developers build 10 technical diverse fullstack applications on a Kubernetes cluster running on European cloud STACKIT, integrating via OpenAPI, using a shared AI-prompt for graphic style coherence.

The semver Nushell plugin can be used to work with string values as semver type as you can see in a previous post. You can use the semver sort command to sort string values with ordering rules for semantic versions. With natural ordering of string values a value of 10.0.1 is placed before 2.1.0, but if you use semver sort the ordering will be correct. The command will look at all the parts of the semver type. So a major version of 2 is placed before 10. If the major version part is the same than the minor part is used for ordering and so on. To sort in descending order you can use the option --reverse or the short option -r.

Arguably the most popular version control system is Git. Many developers use the command-line version alongside a Git plugin in their favorite IDE. Now those work just fine, but did you know there is also a very nice TUI (Text-based User Interface, alternately Terminal User Interface) for Git called Lazygit. It is a very cool tool. Read on for more information.

This blog briefly describes theoretically how Public Key Infrastructure (PKI) works. It also introduces the key concepts used in PKI. This is done by describing encryption, decryption, hashing, signing, and authentication using mathematical notations.

In a previous blogpost you can learn about the semver command in Nushell to transform a string value into a semver type. With the semver bump command you can increase one of the components of the semver type. For example to increase the major version part you can use semver bump major. This command will also update the minor and patch parts if needed. The result is a semver type and you can use into value to transform it to a string type.