Expert Contributor Network
Our expert contributor network is launching Q3 2026. We're recruiting practitioners with verifiable credentials in AI hardware, ML systems, and benchmark engineering.
Apply to contribute
Are you an ML engineer, hardware reviewer, or benchmark contributor with verifiable credentials? We're looking for honest, hands-on practitioners, not credential-padders.
Send a brief pitch: who you are, what you'd cover, and one piece of public work we can review.
Apply via emailRefer an expert
Know someone who'd be a great contributor? Whether they write llama.cpp PRs, run a respected YouTube channel, or maintain a benchmark suite, we want to hear about them.
Drop us a name + a link. We'll reach out and credit your referral if they sign on.
Refer someoneWhat we're looking for
Real practitioners with verifiable credentials and a track record of public, reproducible work. We disclose who wrote what, what they were paid (if anything), and whether they hold positions in companies they cover. No anonymous fake-credential reviewers.
Read about our editorial standards →