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pixi Guidance for developing under a projects managed by pixi. Always use when workspace managed by pixi (have pixi.toml o…

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typed-nextflow Use when writing or modifying Nextflow (.nf) scripts on Nextflow 25.10+ / 26.04+, especially when output may default …

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helion-jagged-and-autotuning Use when writing Helion (import helion; import helion.language as hl) kernels over nested/ragged/jagged tensors (offs…

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hydra-zen Use when reading or editing config code that imports hydra_zen (builds, make_custom_builds_fn, store, just, MISSING, …

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autoresearch-setup Use when setting up an autonomous ML experimentation harness (an "autoresearch" loop) — a fixed harness that owns dat…

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polars Use when writing or modifying Python code that calls polars `DataFrame.join` or `LazyFrame.join` and any downstream s…

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scientific-writing-draft Use when outline.md is approved and you need full manuscript prose in the user's voice. Stage 3 of scientific-writing…

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scientific-writing Use when writing or continuing a scientific manuscript/paper from a code+results repository — the entry point that ro…

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scientific-writing-outline Use when story.md is settled and you need a venue-appropriate, fully-backed manuscript outline. Stage 2 of scientific…

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scientific-writing-story Use when starting a scientific manuscript from a code+results repo and you need to separate the real paper from the "…

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returns Use when writing or modifying Python library code that imports `returns` (dry-python/returns) — Result/ResultE, Maybe…

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ultraplot Use when writing or modifying Python plotting code that imports `ultraplot` (a matplotlib wrapper / maintained proplo…

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performant-py-rust Use when making Python or Rust code faster, optimizing a slow function or hot loop, chasing a performance bottleneck,…

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