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.
Langue du texte source : anglais
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SkillsMP a collecté 13 skills depuis d-laub/dlaub-togo. Ouvrez un skill pour examiner sa source et ses détails.
Affichage de 13 skills collectés sur 13.
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.
Langue du texte source : anglais
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.
Langue du texte source : anglais
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".
Langue du texte source : anglais
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.
Langue du texte source : anglais
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…
Langue du texte source : anglais
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…
Langue du texte source : anglais
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…
Langue du texte source : anglais
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…
Langue du texte source : anglais
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,…
Langue du texte source : anglais
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…
Langue du texte source : anglais
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,…
Langue du texte source : anglais
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,…
Langue du texte source : anglais
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).…
Langue du texte source : anglais