Big news: I’ve been invited to join the Contra Labs Network as a Video Editor. I’m genuinely exci...Big news: I’ve been invited to join the Contra Labs Network as a Video Editor. I’m genuinely exci...
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Big news: I’ve been invited to join the Contra Labs Network as a Video Editor.
I’m genuinely excited about this opportunity, and I’ve already completed my first evaluation.
What I find especially interesting about Contra Labs is that it focuses on something AI development still often underestimates: expert judgment.
A video can be technically clean and still fail. The idea might be unclear, the pacing might not hold attention, the ad might not communicate its message, or the story might never really land.
The real question is not only “does it look good?” It’s also “does it communicate, persuade, tell the story clearly, and work for the audience?”
Contra Labs brings experienced creatives into the process of evaluating AI-generated work and helping AI teams understand what makes an image or video effective in practice.
That feels very close to my work across AI video, editing, visual development, advertising, and creative direction. Making something look good is only part of it. It also has to communicate the idea, tell the story clearly, and do the job it was created for.
I hope my first evaluation helps future models get better at those decisions.
Thank you to Contra, my favorite freelance platform, for building a place where independent creatives can show real work and connect with meaningful opportunities.
And a special thank you to Contra Labs for the invitation. I’m happy to contribute to the teams working on the future of AI.
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Eric's avatar
A technically clean video can still fail the job. I'd ask reviewers to name the exact moment where the message or pacing breaks, so the feedback points to something concrete.
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The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started