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Complex day at Figma

Get redaction right before the launch date

You’re the ai / ml engineer. Your team is in the room. Printed Aug 6, 2026.

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.

Who you’d be doing this for

“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 is at stake

The pipeline misses 2.1% of sensitive strings and over-redacts 11% of legitimate UI, and archived packages are costly to correct. You have to weigh protection against the detail that developers still need, on a fixed launch date.

Why it isn’t already fixed

Every obvious fix costs something else. That’s the part you’d have to decide.

  • 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

Why Figma

At Figma, these transitions often carry both implementation intent and information that teams need to handle carefully.

Written with these in mind

Trust and safety ML engineerComputer vision ML engineerProduction ML reliability specialist

Not your kind of problem? 11 more at Figma, or browse every organization.

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.