Shows how a creative studio turned a personal pipeline into saved agent skills under a 48-hour deadline, starting with a spreadsheet-logging skill. Useful for anyone converting human workflows into agent instructions.
Key takeaways · AI-distilled
This case study was written by the Systms studio team rather than Krea, which says it published it unedited. They built their launch demo with the Krea AI agentAn AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.Full definition → in under 48 hours.
Their first agent skillA reusable instruction file that teaches an agent how to do one job well — the procedure, the tools, and what counts as done.Full definition → was pure admin: after every generation, log model, job ID, prompt, duration, seed and output URL to a spreadsheet and save the file to a shared drive. It worked first time and ran under all later work.
To capture a creative's taste, they pasted his own paragraph on reading a moodboard into a skill unchanged, adding only when to use it, when not to, and what never to touch. A skill is plain written instructions, so a producer could write it.
Before the event they broke the workflow into five or six steps and asked of each whether it needed the artist's eye or was admin; the steps in between became skills.
Terms in this piece · Glossary
AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.
agent skill — A reusable instruction file that teaches an agent how to do one job well — the procedure, the tools, and what counts as done.
