anthony-maio

Triton Sequential Stateful Blocks — Development skill for Claude Code

Development community

Write Triton kernels with sequential stateful processing inside a single thread block, with mutable register state visible across iterations.

How to install Triton Sequential Stateful Blocks

Installs to ~/.claude/skills/anthony-maio-triton-skills-triton-sequential-stateful-blocks/SKILL.md

Terminal

mkdir -p ~/.claude/skills/anthony-maio-triton-skills-triton-sequential-stateful-blocks && curl -fsSL https://raw.githubusercontent.com/anthony-maio/triton-skills/HEAD/skills/triton-sequential-stateful-blocks.md -o ~/.claude/skills/anthony-maio-triton-skills-triton-sequential-stateful-blocks/SKILL.md

Restart Claude Code, or start a new session, for it to be picked up.

What Triton Sequential Stateful Blocks does

name: triton-sequential-stateful-blocks description: Write Triton kernels with sequential stateful processing inside a single thread block, with mutable register state visible across iterations.

Sequential Stateful Processing in a Single Triton Block

**Targets:** Triton >= 2.1, SM70+/CDNA2+

Overview

Some workloads require one thread block to process a sequence of items with mutable register state (e.g., LRU cache routing, sequential assignment). This pattern uses grid `(B,)` —

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