Assertion certainty 4/5 debate potential 3/5

Malde: SWE-ONE beat frontier models via user-signal post-training

Ronak Malde · ⚡️Every product of the future will be a living system — Ronak Malde, Trajectory.ai · Jun 21, 2026 · at 3:06

Ronak Malde, co-founder of Trajectory.ai and former researcher at Windsurf, explains how Windsurf developed its in-house foundation model SWE-ONE.

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“And this was the kind of major unlock for the company as well, is we had all this massive data. We were able to post train on all of that user signal and now beat the frontier.”

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