Hands-On Learning in the Age of AI
A developer advocate argues that while AI excels at providing step-by-step tutorials and reference documentation, it cannot replace the value of hands-on workshops for deep learning. The author contends that the struggle of debugging and the cost of being wrong in a live environment are essential for retaining knowledge, which AI assistants often remove too efficiently. To address this, the speaker released 24 free browser-based workshops designed to facilitate active learning despite the rise of AI tools.
- ▪The author presented a talk at PyCon AU 2026 titled 'Hands-on learning in the age of AI' to discuss the relevance of developer workshops.
- ▪AI is superior to human-written content for generating context-specific tutorials and getting-started guides, making those formats less necessary.
- ▪The author argues that the difficulty of debugging and the consequences of errors in a live environment are critical for genuine skill acquisition.
- ▪AI assistants can hinder learning by removing the productive friction required to understand complex systems, as they only answer specific questions asked.
- ▪The speaker released 24 free workshops for the wrapture library to provide hands-on learning experiences that AI cannot replicate.
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| Original publisher | Hacker News (AI / LLM) |
| Canonical URL | https://grahamdumpleton.me/posts/2026/09/hands-on-learning-in-the-age-of-ai/ |
| Publication time | Mon, 14 Sep 2026 23:38:12 +0000 |
| Retrieval time | 2026-09-14T23:41:51.531Z |
| Last seen | 2026-09-14T23:41:51.531Z |
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| Summary source text | contentText |
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| Cluster | 8evC2GJ0lalm · 1 stories |
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| Ranking reason | Story pages are not engagement-ranked. Hub feeds use recency, with optional source-diversified chronological ordering (cap consecutive stories per source). No personalized ranking. |
| Publisher visit | Yes — open original |
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| Commercial reuse | May the content be reused commercially? | Not permitted |
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Opening excerpt (first ~120 words) tap to expand
Hands-on learning in the age of AI 14 September 2026 pycon educates wrapture At PyCon AU 2026 I gave a talk in the DevRel track titled "Hands-on learning in the age of AI", with the subtitle "Are developer workshops still relevant?". The video is now up on YouTube if you want to watch it. What follows is the main points I was trying to make, along with something the talk didn't cover. That something is that a couple of weeks or so after giving the talk, I released 24 free workshops for wrapture which anyone can run in their browser. If you watch the talk you will notice I spent the last part of it explaining why that sort of workshop is the kind most under threat from AI. I don't think the two are in conflict in this case, but it takes some explaining, so I will get to it at the end.
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Excerpt limited to ~120 words for fair-use compliance. The full article is at Hacker News (AI / LLM).
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