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What kind of Agent validation are you doing today?

Everything started with model Evals and benchmarks (which model is better?), then evolved to prompt management and from there to analyzing traces. What do people do today, and how are they sourcing test datasets?

SEO used to be human-driven. GEO is model-driven. Do humans still matter?

For 20 years, SEO was a human game.
You wrote for people, optimized for Google's crawlers, and built backlinks by convincing other humans to link to you.
The inputs were human. The outputs were human.

GEO is different. You're optimizing for language models that extract and synthesize. The inputs are structured data, schema markup, comparison tables. The outputs are citations, not clicks.

So where does the human fit now?

What the data says about AI's performance:

All my ai assistants stick to and update the same TODO list

Am a freelancer here is one of the ways context sync helps me with my client projects.

P.S: I build and made context sync open source for particularly this reason. Managing my project across different AI agents.

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