Thinking and Building With AI

Vibe-Coding Internal Tools, Workflows, and Agents

Encode repeated personal or team work into small tools that preserve judgment while removing avoidable repetition.

Lesson summary

Internal tools are a forgiving place to learn AI-native building because you already know the users and workflow. Begin with a repeated bottleneck, make the handoffs explicit, and keep a human checkpoint wherever ambiguity or consequence remains high.

Transcript

An edited, caption-matched transcript for “Vibe-Coding Internal Tools, Workflows, and Agents” will be added with the recorded lesson.