A system that turns any workflow you've done twice into a reusable AI skill, tested against real cases and versioned.
Category
Knowledge & Learning
Return
~2 hrs / week
Stack
Skill template · Version tracking
The Problem
The same good prompt gets rewritten from memory every time it's needed, a little worse with each retelling. Workflows that took an afternoon to figure out live in an old chat somewhere, and the AI leverage everyone talks about resets to zero at the start of every session.
The Solution
A meta-system that manufactures skills. Any workflow you've run twice gets captured, written as a formal skill with instructions and sources, tested against real cases and versioned, so the afternoon of figuring-out happens once and pays out forever.
How It Works
- A candidate workflow gets identified, anything done twice is a candidate.
- The workflow is captured while fresh: the steps, the sources it reads, the output format and the edge cases.
- It's written as a formal skill definition, precise enough to run without you narrating.
- The skill gets tested against real cases and refined until output quality holds without supervision.
- Versions track changes, and improvements propagate to every future run instead of living in one chat.
Built With
- A capture-and-formalize workflow for candidate processes
- A skill template with instructions, sources and output format
- A test-against-reality refinement loop
- Version tracking per skill
It manufactures the Custom Skills library and gives the Agent Architecture its trainable competence, the factory behind the factory.
What You Get
- Workflows solved once and executable forever
- A growing library instead of a scattered chat history
- Skills that improve on a version track, so quality only moves one direction
The Numbers
One to two days to install the creation workflow. It returns about two hours a week of re-derivation and prompt archaeology, and every skill it produces keeps paying after it's built.