القائمة
Tracks which script and run produced each manuscript figure, plus VLM validator status. Use when adding figures, auditing stale results, or long agent runs.
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
استنادا إلى تصنيف SOC المهني
Deep-read an academic paper and produce a durable, critical research note — not a loose summary. Use when given a paper title, DOI, arXiv ID, publisher/PDF/GitHub URL, or local PDF, or when asked to read closely, summarize, extract contributions, analyze experiments, critique, compare to related work, reproduce results, or maintain a paper-reading repository index. Works across fields (astro/physics, ML, bio, security, …); examples lean astro-ph but the workflow is general.
Remote, slice-level access to FLAMINGO HDF5 files on COSMA via the `hdfstream` Python module — no need to download whole snapshots. Covers install, server connection, navigation, dataset slicing, multi-slice batched reads, and integration with swiftsimio. Use when reading any FLAMINGO data product remotely.
FLAMINGO past-lightcone products: virtual observers, particle lightcones, HEALPix shell maps, integrated_maps, and halo lightcones. Use when building mock surveys, stacking Compton-y or lensing maps, or cross-correlating with observations.
Review code changes against requirements and quality standards before merge. Use when dispatching a review subagent, after major features, before merging, or when the user asks for a code review. Requires reading the actual diff.
Style and structure for research manuscript text: IMRaD, hourglass narrative, formal tone, topic sentences, reproducible Methods, captions that tell the story. Use when drafting or editing titles, abstracts, sections, captions, or reports.
Iterative VLM review of compiled LaTeX PDFs for layout clashes (text vs figures, tables, long equations). Use after the first compile or any float/equation edit; loop fix-recompile-recheck until no clashes remain.
| name | research-figure-manifest |
| description | Tracks which script and run produced each manuscript figure, plus VLM validator status. Use when adding figures, auditing stale results, or long agent runs. |
Stale or unverified figures are a common source of wrong papers. Keep a simple record linking each figure in the manuscript to how it was produced and whether VLM audit passed.
| Field | Purpose |
|---|---|
| Figure path | File on disk under the paper figures directory |
| Manuscript reference | Where the paper cites it (section, label name) |
| Generating script | Script that produced the file |
| Input artifacts | Data files or run directory used |
| Run id / git hash | Reproducibility |
| Sample count, seed | If applicable |
| Validator | OK / WARN / BLOCKING from plot-check, physics-check, and/or vlm-figure-audit + date |
Store in project notes or a manifest file the repo already uses.
List figures referenced by the manuscript; flag missing files, missing scripts, or BLOCKING validator status. Fix or regenerate before unrelated work.
