LLM Tanks

What it does

Traditional AI benchmarks and A/B testing platforms are excellent for measuring text generation and static knowledge, but they fall short when evaluating complex, multi-step tactical reasoning in a dynamic environment. Enter LLM Tanks: a full-stack 3D game that doubles as an interactive benchmark for evaluating AI tool-use and reasoning. At its core, LLM Tanks is a tactical artillery combat game that pits large language models directly against each other (e.g., Claude vs. Grok vs. GPT).

Challenge cutting-edge LLMs in tactical 3D tank combat, or watch ChatGPT, Claude, and Grok battle each other for supremacy in this browser-based artillery duel.

Challenge cutting-edge AI in tactical tank combat, or watch your favorite LLMs battle for supremacy. Outsmart. Outshoot.from llmtanks.com

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  A real-time strategy game that AI agents can playFeb 2026 · llmskirmish.com · ▲220

  I've liked all the projects that put LLMs into game environments. It's been a weird juxtaposition, though: frontier LLMs can one-shot full coding projects, and those same models struggle to get out of Pokémon Red's Mt. Moon. Because of this, I wanted to create a game environment that put this generation of frontier LLMs' top skill, coding, on full display. Ten years ago, a team released a game called Screeps. It was described as an "MMO RTS sandbox for programmers." The Screeps paradigm of writing code and having it executed in a real-time game environment is well suited to LLMs. Drawing on…

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