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Our vision is a future where every matter builds its own AI, one that knows its world and does the best possible work within it. Currently, specialization requires manual, repetitive labor — run, inspect, patch, run again — that doesn't scale. Grubel is a research lab built on a simple bet: that loop can be automated. We’re bringing data curation, adaptation, and evaluation into a specialization loop that trains and improves on the matter itself.
