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Applied AI·July 10, 2026·1 min read

The Eval Stack: Proving the agents are right instead of claiming It

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Building agents around a scoreboard — grade everything, ship only what improves the score — is the shift from demos to dependable systems. If you’re deploying agents into real workflows, your eval harness is now as strategic as your model choice.

Applied AI

Privacy advocates, CAA, and SAG-AFTRA slam Meta's Muse Image, which lets users create AI images using the likenesses of people with public Instagram accounts

If public Instagram photos are treated as fair game for likeness generation, every brand, creator, and employee with a public profile just picked up a new deepfake risk surface. Map where your people’s faces are exposed and tighten social media, consent, and takedown playbooks before this becomes a crisis-management problem.