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Dev tools · January 26, 2026

TetrisBench – Gemini Flash reaches 66% win rate on Tetris against Opus

Hi HN, I built TetrisBench, a benchmark that tests LLMs on real-time code generation and reasoning through Tetris. Live: https://tetrisbench.com/ *How it works:* Each model starts with an initial optimization function for evaluating Tetris moves. As the game progresses, the model sees the current board state and updates its algorithm—adapting its strategy based on how the game is evolving. The model continuously refines its optimizer: - Board getting too high? Prioritize clearing lines. - Hole forming? Adjust penalties. - Safe stack? Build for a Tetris. The model generates…

TetrisBench – Gemini Flash reaches 66% win rate on Tetris against Opus launched on January 26, 2026 with 111 votes, #305 of 14,584 launches that month and more than 95% of that year's launches.

Visit tetrisbench.com ↗Alternativestop 2% of January 2026

In plain words

TetrisBench is a benchmarking tool that measures AI model performance in Tetris gameplay. It evaluates how well different large language models play the classic block-stacking game, comparing their strategic decision-making and performance across matches. The tool is designed for developers and AI researchers interested in testing and comparing LLM capabilities in real-time game scenarios. TetrisBench provides quantitative data on model performance, enabling users to assess how different AI systems handle dynamic gameplay requirements.

written from the facts on this page · September 2026

From the sources

In the maker’s words, at launch

Hi HN, I built TetrisBench, a benchmark that tests LLMs on real-time code generation and reasoning through Tetris. Live: https://tetrisbench.com/ *How it works:* Each model starts with an initial optimization function for evaluating Tetris moves. As the game progresses, the model sees the current board…

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