#129 - Your Screen Is the Training Data: AI Now Learns Your Job by Watching You Work

#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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