A Model For Everyone: How Ronak From Trajectory Is Building Products For Continual Learning
Today’s agents are stuck in what Ronak Malde calls “pseudo continual learning”: intelligent, but updated in offline batches, like a paper road map you can’t reroute mid-trip. Ronak, co-founder of Trajectory, explains why closing that loop is the next learning paradigm, and why training your own model, which used to take a dedicated research team, months of work and hundreds of millions in compute, is now something a company can do in a few clicks with their own data. He details two research bets they are making available to everyone with their product: 1) a variant of GRPO that removes the…
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