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AI Experiments

Gemini 3 + riftrunner on LMArena: 3D Fox Modeling vs SOTA

RiftRunner Team
5 min read
#Gemini 3#riftrunner#LMArena#3D modeling#SOTA#3D generation#AI graphics

Gemini 3 + riftrunner on LMArena: 3D Fox Modeling vs SOTA



I asked riftrunner (rumored Gemini 3) on LMArena to generate a 3D fox. Then I compared the geometry and textures against other state-of-the-art 3D models.


3D fox render generated by riftrunner on LMArena



What I asked for



  • Prompt: “high-quality 3D fox, clean topology, readable fur, neutral studio lighting.”

  • Output: OBJ/mesh-style preview from riftrunner; side-by-side with two SOTA baselines.

  • Environment: LMArena Battle mode, no manual post-editing.



Why this matters



  • Shape fidelity is the hard part: ears, snout, and paws often collapse in fast 3D pipelines.

  • Mesh cleanliness impacts rigging and animation downstream.

  • Lighting neutrality keeps focus on geometry quality rather than stylized shading.



How riftrunner (Gemini 3) performed



  • Topology: kept ear thickness and snout volume without fusing edges—a win over Baseline B.

  • Proportions: body-to-head ratio felt natural; paws remain distinct (many models blob here).

  • Texture read: fur directionality appears, though fine strands are still simplified.

  • Artifacts: mild smoothing on tail start; no major mesh tearing observed.



Comparison vs SOTA baselines



  1. Baseline A (generalist 3D model): sharper fur but heavier topology noise; paws partially merged.

  2. Baseline B (stylized generator): fun colors, weaker anatomy; missing inner-ear depth.

  3. riftrunner (Gemini 3): most balanced on anatomy and clean surfaces; texturing is conservative but usable.



Takeaways for 3D teams



  • Use riftrunner when you need clean anatomy and riggable meshes with minimal cleanup.

  • Layer a texture pass if you need richer fur detail; geometry is already stable.

  • For stylized looks, a post-style transfer may beat asking the generator to do both shape and style.



Bottom line


For this fox sample, riftrunner (Gemini 3 on LMArena) delivered the best geometry-to-cleanliness ratio among the tested SOTA models. If more complex poses or quad-based retopo are needed, this is a strong starting point with less manual fixing.