03 / Controlled AI workflows
MetaOpt.
Better processes. With a way back.
An approach to improving AI-assisted work through explicit checks, preserved versions and human oversight.
Local workflow developmentThe question
How do you improve an automated workflow without losing sight of what changed?
The approach
Separate a proposed improvement from its evaluation and adoption. Keep the original, preserve failed attempts, and check the result of the real task.
MetaOpt is a controlled local framework for selecting skills, adapting task instructions and evaluating proposed process improvements.
Where it stands
Local workflow development
A local framework in development, focused on testable process changes, explicit evaluation and reversibility.
Based on project records through October 2026.
Want to talk about it?
I’m happy to discuss the ideas behind this work and where they might be useful.
Start a conversation ↗