# Kimi K3.1 Pro leads agentic knowledge work and coding but trails on AA-3D

> Original title: Kimi K3.1 Pro is among the leading models in agentic knowledge work and coding, but early signs suggest it will rank lower on AA-3D

- Source: Artificial Analysis
- Published: 2026-10-23T23:11:12.000Z
- Bad Influence: https://badinfluence.news/items/s7sn0mur9ud3aj8152bvrw3r8
- Original: https://x.com/ArtificialAnlys/status/2113770240769442012

## Summary

Artificial Analysis says Kimi K3.1 Pro ranks among the leading models on GDPval-AA and Terminal-Bench 4.0 for agentic knowledge work and coding. Early signs suggest it will rank lower on AA-3D, its benchmark for building interactive 3D scenes, where predecessor Kimi K3 is 12th of 22 models. Preference votes for its AA-3D Elo are still being collected.

## Post

Kimi K3.1 Pro is among the leading models in agentic knowledge work and coding, but early signs suggest it will rank lower on AA-3D

We are still collecting the preference votes for its Elo on AA-3D, our benchmark for how well AI models build interactive 3D scenes. In agentic knowledge work and coding, it is among the leading models on GDPval-AA and Terminal-Bench 4.0. Its predecessor, Kimi K3, is 12th of 22 models on AA-3D.

Here is one of its AA-3D scenes: a 492 m mountain-bike descent with berms, roots, a rock garden, a drop, and a jump. A demo run rides it from top to bottom, and you can take over the steering, pedaling, and braking at any point.

Congratulations to @Kimi_Moonshot on the release!

[Video](https://badinfluence.news/api/img-proxy?u=https%3A%2F%2Fpbs.twimg.com%2Famplify_video_thumb%2F2113769605017788416%2Fimg%2FH-oeR8sF9lDTY_FK.jpg&mode=thumb&exp=1793836800&sig=3ee9d3d51c3712b3)