# Keeping AI Workshop Content Current as Tools Change

DevFeed: [Keeping AI Workshop Content Current as Tools Change](<https://devfeed.tech/articles/the-room-where-v2-happens-29806.md>)

Original publisher: [Read original article](<https://goteleport.com/blog/room-where-v2-happens/>)

Author: info@goteleport.com (Kathleen Sikora)

Published: 2026-07-15T00:00:00Z

Content type: opinion

Language: en

Sources: [Teleport](<https://devfeed.tech/sources/teleport.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Claude](<https://devfeed.tech/topics/claude.md>), [Automation](<https://devfeed.tech/topics/automation.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [automation](<https://devfeed.tech/tags/automation.md>), [claude](<https://devfeed.tech/tags/claude.md>), [training](<https://devfeed.tech/tags/training.md>), [workshop](<https://devfeed.tech/tags/workshop.md>)

## AI overview

An internal AI workshop had to be revised repeatedly after Claude's skills feature cleared approval between two sessions. The experience led the author to treat workshop content as iterative and to rely on participants' shared knowledge of prompts, workarounds, and workflows.

## Source excerpt

I taught the same AI workshop twice in one week, and half my material was already wrong by round two. Here's what that taught me about training on a moving target.