Meet handoff-image redaction recall without obscuring specs
Protecting visual artifacts can remove the context needed to build from them accurately.
Stronger safeguards often reduce visible detail, while incomplete safeguards leave exposure paths open.
“I need the package safe to share, but not so masked that nobody can build from it.”
Ebuka Frimpong · Design Systems Manager
Prepares enterprise component specifications and annotated screenshots for external implementation teams.
What pulls against what
- exposure prevention versus specification fidelity
- aggregate accuracy versus tail-risk evidence
- launch commitment versus release confidence
- native context versus vendor assurance
- automation speed versus verified review
What is at stake
The redaction pipeline must prevent sensitive content from leaving a workspace without destroying the visual detail developers need. The launch is committed, and model output needs defensible human verification
Why Figma
At Figma, these transitions often carry both implementation intent and information that teams need to handle carefully.
Written for
This is the setup. The work is inside.
Running it puts you in the room: the full situation and its constraints, stakeholders who push back in their own words, and the decisions that are yours to make. What you produce becomes a Day One Plan — work you can show someone instead of describing.