The Jev Doom demo by @CompleteSkeptic is really cool, so

The clip posted with this case (hosted by the collector’s media CDN); original post on X · 35s.

Compared a Gemma-based Doom agent to the Jev Doom demo, feeding raw frames and reading controls from logits without intermediate text.

The original post

The Jev Doom demo by @CompleteSkeptic is really cool, so while I’m waiting for access I tried the same thing with Gemma 4 E2B from @GoogleGemma.

Mine takes 640×480 frames directly, with no intermediate text description of the scene. It shares the image prefill across batched action queries, then reads the controls directly from logits.

It sort of works.

Engagement when collected

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Numbers are a snapshot taken from X when the case was added to the library (schema v1, collected 2026-09-19); they will not match today.

Where this case fits

Filed under video, animation & media. In the pattern Jev is built for, the model answers a bounded question per step — and ordinary code acts on the answer, because the answer is already a value rather than a paragraph. Other posts in the same family are on the video, animation & media page.

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Last updated: 2026-09-22 · sources & corrections · every card links to its author's original post