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SiriusNEO merged 1 commit into from
Feb 7, 2026
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[Docs][Puzzles] Add TileLang puzzles in README #1806

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6 changes: 4 additions & 2 deletions README.md
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# Tile Language
[![PyPI version](https://badge.fury.io/py/tilelang.svg)](https://badge.fury.io/py/tilelang)
[![Ask DeepWiki](https://deepwiki.com/badge.svg)](https://deepwiki.com/tile-ai/tilelang) [![Discord](https://img.shields.io/badge/Discord-%235865F2.svg?logo=discord&logoColor=white)](https://discord.gg/TUrHyJnKPG)

[![Ask DeepWiki](https://deepwiki.com/badge.svg)](https://deepwiki.com/tile-ai/tilelang)
[![Discord](https://img.shields.io/badge/Discord-%235865F2.svg?logo=discord&logoColor=white)](https://discord.gg/TUrHyJnKPG)
[![Puzzles](https://img.shields.io/badge/🧩_Learn-TileLang_Puzzles-blueviolet)](LINK_HERE)
</div>

Tile Language (**tile-lang**) is a concise domain-specific language designed to streamline the development of high-performance GPU/CPU kernels (e.g., GEMM, Dequant GEMM, FlashAttention, LinearAttention). By employing a Pythonic syntax with an underlying compiler infrastructure on top of [TVM](https://tvm.apache.org/), tile-lang allows developers to focus on productivity without sacrificing the low-level optimizations necessary for state-of-the-art performance.

<img src=./images/MatmulExample.png />

## Latest News
- 02/02/2026 🧩: Check out [TileLang Puzzles](https://github.com/tile-ai/tilelang-puzzles), a fun and interactive way to learn TileLang programming with 10 progressively harder puzzles!
- 12/18/2025 🚀: Added [CuTeDSL backend](https://github.com/tile-ai/tilelang/pull/1421) support, enabling compilation to NVIDIA CUTLASS CuTe DSL! Join us in building and optimizing this exciting new backend: [Issue #1454](https://github.com/tile-ai/tilelang/issues/1454).
- 12/17/2025 🔬: Integrated [Z3 theorem prover](https://github.com/tile-ai/tilelang/pull/1367) into TVM Arith Analyzer, bringing SMT-based symbolic reasoning for enhanced optimizations and automatic correctness verification!
- 10/31/2025 🔧: Migrated to [apache-tvm-ffi](https://github.com/tile-ai/tilelang/pull/1108), significantly reducing CPU overhead!
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