Late to “AI” assisted development?

Earlier this week, someone asked me if they were perhaps late to making use of AI-assisted development, as they dove into it in the past 2 months (using GitHub Copilot) and are already seeing large gains in a small team in terms of leverage of time. I thought for a second and responded that they might have seen comparably worthwhile gains roughly a year ago. In this post, I’m going to take a look back over the past years to try and figure out what the timeline has actually looked like.

My own vauge memory isn’t very certain, and roughly speaking pre COVID I dont remember much AI being used in software development, and after COVID we were in the AI era? The first place I personally remember using assisted development was via the initial VSCode GitHub Copilot auto completions, which were at the time questionably useful to start with but still showed promise. Included along the way will likely be the first version of Claude Code, Gemini entering the scene, and within GitHub copilot the advancements from completions, to ask & edit, to agent, and finally autopilot and cloud agents.

2017 – 2022: The Transformer era

And although there are other notable mentions, such as BERT by Google in 2018 and CodeBERT in 2020, most of the above comes far before most people will have started looking at or using AI for coding, and that includes me. As I initially started using models during development with the introduction of GitHub Copilot and the autocompletions within VSCode.

GitHub Copilot Technical Preview (June 2021+)

My email innivation to the GitHub Copilot Technical Preview came back in on the 8th July 2021, and it looks like the public announcement on the GitHub blog can still be found dated 29th June 2021.

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Wikimedia Hackathon Northwestern Europe 2026

Historically I’m terrible at post Hackathon write ups, though a few do exist… (#hackathon posts). For the past few days I have been attending the Wikimedia Hackathon Northwestern Europe 2026 in Arnhem NL with around 70 other people. Around 42 projects were shown at the showcase, and I want to briefly look at some of those, and also document some of the other things that were going on in my vicinity.

On the whole, this was a great hcakathon, larger than the last NL organized hackathon, a beautifull venue, good organization, good food, good people, lots of conversation, and for me at least, everything was very convenient.

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