Hi, I’m Viktor — QA for embedded AI, from sensor to cloud.
Hi, I’m Viktor — QA for embedded AI, from sensor to cloud.
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My career began at a Nokia repair bench, fixing phones that had already failed. Twenty years on, I find the failure before the product ships. I’ve spent the past decade testing connected devices end to end, from LTE modems to Ring’s smart doorbells and cameras, and led QA for diagnostic firmware across 20+ devices and four platforms. Today I validate the computer vision that watches the road and the driver (ADAS and DMS), using Python automation, simulation, hardware-in-the-loop and video injection. Colleagues say I stay calm under pressure and bring structure to chaotic R&D.
My career began at a Nokia repair bench, fixing phones that had already failed. Twenty years on, I find the failure before the product ships. I’ve spent the past decade testing connected devices end to end, from LTE modems to Ring’s smart doorbells and cameras, and led QA for diagnostic firmware across 20+ devices and four platforms. Today I validate the computer vision that watches the road and the driver (ADAS and DMS), using Python automation, simulation, hardware-in-the-loop and video injection. Colleagues say I stay calm under pressure and bring structure to chaotic R&D.
“One of Viktor’s key superpowers is his ability to de-risk high-stakes projects.” — Mila, Sr. Technical Program Manager at Ring (Amazon)
“One of Viktor’s key superpowers is his ability to de-risk high-stakes projects.” — Mila, Sr. Technical Program Manager at Ring (Amazon)
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