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new d6b992372 [DOCS] Focus README emphasis on key phrases
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commit d6b9923721569be32c0610c3868b9010fa27ddfd
Author: spectrometerHBH <[email protected]>
AuthorDate: Tue Nov 3 20:18:01 2026 -0500
[DOCS] Focus README emphasis on key phrases
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📚 [Documentation](https://tvm.apache.org/tirx/) | 🚀 [Quick
Start](https://tvm.apache.org/tirx/get_started/quick_start.html)
-**We believe that, in the future, all GPU kernels will be developed,
optimized, and verified by AI agents.**
+We believe that, in the future, **all GPU kernels will be developed,
optimized, and verified by AI agents.**
-You might wonder: **If my Claude or Codex can just spit out CUDA, PTX, or even
SASS directly, why bother with another compiler layer?** We've been asking
ourselves the same question.
+You might wonder: If my Claude or Codex can just spit out CUDA, PTX, or even
SASS directly, **why bother with another compiler layer?** We've been asking
ourselves the same question.
-Our answer is **yes, but perhaps not in the form we know today**. Even when
agents generate code directly, analysis and independent verification still need
structured program representations and precisely defined semantics. A minimal,
extensible compiler foundation provides these shared building blocks while
leaving agents free to explore their own optimization strategies.
+Our answer is yes, but perhaps not in the form we know today. Even when agents
generate code directly, analysis and independent verification still need
structured program representations and precisely defined semantics. A minimal,
extensible compiler foundation provides these shared building blocks while
leaving agents free to explore their own optimization strategies.
-**TIRx is our attempt to build a minimal, stable, and extensible DSL and
compiler foundation for that future**, enabling agents to write and optimize
kernels, develop their own analyses, and eventually verify correctness.
+TIRx is our attempt to build a **minimal, stable, and extensible DSL and
compiler foundation** for that future, enabling agents to write and optimize
kernels, develop their own analyses, and eventually verify correctness.
## Features
