
#129 - Your Screen Is the Training Data: AI Now Learns Your Job by Watching You Work
From The AI Cookbook Show by Malcolm Werchota by Malcolm Werchota
August 16, 2026 · 25 min · Episode 129
About this episode
This episode discusses how AI learns from user actions to automate tasks, highlighting recent developments from major AI labs.
Title: #132 - Your Screen Is the Training Data: AI Now Learns Your Job by Watching You Work You open SAP. You copy a number into Excel. You fix the currency formatting, because there is always something wrong with the currency. You hit submit. You have done it a thousand times — you could explain it in your sleep. Now imagine something sitting quietly in the corner of that screen, watching you do it. Not to grade you. To learn it — so the next thousand times, it can do it without you. That is not a thought experiment anymore. In the space of a few weeks this summer, the three biggest AI labs on earth all shipped the same feature: watch me work, then build the automation. And the uncomfortable part is not that you will want to use it. It is that your management may decide everyone should. 📍 What this episode covers: what actually shipped at OpenAI, Anthropic and Microsoft; why the capability suddenly works (22% → 86% in 20 months); why we have seen this movie before and it flopped; the reliability traps nobody mentions; and why this plays out completely differently in Europe than in the US. 🧰 Three labs, one feature, one summer. OpenAI shipped Record & Replay on 22 June —…
People in this episode
Host: Malcolm Werchota
Topics covered
- AI automation
- workflow learning
- machine learning
- productivity tools
- technology trends
Keywords
- AI
- automation
- workflow
- OpenAI
- Anthropic
- Microsoft
- Record & Replay
- Computer History
- productivity
Mentioned in this episode
Organizations: OpenAI, Anthropic, Microsoft
Products: Record & Replay, Computer History
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