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Essay Jun 16, 2026 10 min

In the Hands of the Classifier

Classifiers began as safety and convenience, ensuring healthy responses and defending against harmful agent actions. But once a classifier can refuse a model's capability, or turn it against the user, the question stops being about alignment and becomes about ownership. Picture an appliance that overrules the owner's decision on how or when to use it, based on something the owner has said or done. That future is closer than one might think.

Manfred M. Nerurkar Read →
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Essay May 8, 2026 10 min

Ten Years on the Frontier

Ten years ago this week, an algorithm built to automate an asset pipeline became a company. Abstract has since grown into a multi-product technology group operating on distinct frontiers of 3D technology. This essay looks back at the decade and the lessons that now shape how we approach the next frontier: the work foundational software requires and what the next chapter of Abstract is about.

Manfred M. Nerurkar Read →