Insights from the AI talent frontier
Research, product updates, and guides for AI experts and the companies that hire them.
The Expert Index Score: How We Measure AI Talent Objectively
A deep dive into the three components — interview, resume intelligence, and micro-tasks — that make up the most rigorous AI talent credential on the market.
RLHF Demand Is Exploding — Here's What It Pays in 2026
As frontier labs race to improve alignment, RLHF annotators and preference data experts are seeing record pay rates. We break down what is driving it.
Hire Hub vs Traditional Recruiting: A Data-Driven Comparison
We compared hires made through Hire Hub against equivalent hires from traditional staffing agencies. The results are striking.
The ML Expert's Guide to Remote Freelancing in 2026
Tax structure, rate negotiation, building a public portfolio, and navigating IP agreements — everything senior ML engineers need to know before going independent.
How We Built an Automated QA System for AI Deliverables
Scoring code correctness, reasoning quality, and research depth at scale is hard. Here's the architecture behind our automated quality engine.
The AI Gig Economy: Who's Building It and What Comes Next
Mapping the competitive landscape of AI talent platforms and where the market is heading in 2026.
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