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Jevstiller, an open source project, distills Jev's outputs into a local student model that handles familiar requests on-device, targeting 98 percent agreement with Jev. It answers locally in as little as 15 ms, forwards uncertain queries upstream, and audits a fixed 2 percent of requests to retrain. A 24-hour soak test recovered from a mid-run answer change within 49 minutes.
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