d-laub/dlaub-togo

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 — produces draft.md from the outline, then enforces the style guide in a separate final pass.

原文语言：英语

scientific-writing-outline

Use when story.md is settled and you need a venue-appropriate, fully-backed manuscript outline. Stage 2 of scientific-writing — produces outline.md + references.md, with every bullet backed by a repo pointer or a web-verified citation.

原文语言：英语

scientific-writing

Use when writing or continuing a scientific manuscript/paper from a code+results repository — the entry point that routes through fact-finding (story), outlining, and drafting. Use when the user says "write/work on my paper/manuscript".

原文语言：英语

scientific-writing-story

Use when starting a scientific manuscript from a code+results repo and you need to separate the real paper from the "research cloud" of parallel/abandoned experiments. Stage 1 of scientific-writing — produces story.md.

原文语言：英语

performant-py-rust

Use when making Python or Rust code faster, optimizing a slow function or hot loop, chasing a performance bottleneck, or deciding whether to vectorize / parallelize / rewrite in Rust — before changing any code to improve its speed. Covers CPU-bound and…

原文语言：英语

ultraplot

Use when writing or modifying Python plotting code that imports `ultraplot` (a matplotlib wrapper / maintained proplot fork) — building figures with `uplt.subplots`, styling via the `.format()` method, SubplotGrid indexing, colorbars/legends with location…

原文语言：英语

returns

Use when writing or modifying Python library code that imports `returns` (dry-python/returns) — Result/ResultE, Maybe, IO/IOResult, Future/FutureResult, @safe/@impure_safe/@future_safe, .bind/.map, do-notation, flow/pipe, pointfree. Also when a returns-using…

原文语言：英语

polars

Use when writing or modifying Python code that calls polars `DataFrame.join` or `LazyFrame.join` and any downstream step depends on the result's row order — attaching a looked-up column back onto order-sensitive data, positional alignment with a numpy array…

原文语言：英语

autoresearch-setup

Use when setting up an autonomous ML experimentation harness (an "autoresearch" loop) — a fixed harness that owns data + metrics plus a hackable training script an LLM iterates on under a fixed time budget. Use when scaffolding harness.py/train.py/program.md,…

原文语言：英语

helion-jagged-and-autotuning

Use when writing Helion (import helion; import helion.language as hl) kernels over nested/ragged/jagged tensors (offsets/variable-length rows), OR when managing Helion autotuning that is slow — saving/loading tuned configs, selecting configs by GPU…

原文语言：英语

pixi

Guidance for developing under a projects managed by pixi. Always use when workspace managed by pixi (have pixi.toml or pixi.lock in root directory.) Covers all you should know while developing under a pixi-based project: pixi environment commands (install,…

原文语言：英语

hydra-zen

Use when reading or editing config code that imports hydra_zen (builds, make_custom_builds_fn, store, just, MISSING, hydrated_dataclass, kwargs_of, make_config, ZenStore, BuildsFn), or when Hydra-style "${...}" interpolations, config groups, _target_ blocks,…

原文语言：英语

typed-nextflow

Use when writing or modifying Nextflow (.nf) scripts on Nextflow 25.10+ / 26.04+, especially when output may default to legacy untyped DSL2 patterns (tuple inputs, `publishDir`, `Channel.from`, `|` pipes, implicit `it`, `set`/`tap`, `splitCsv` as operator).…

原文语言：英语