Linus Torvalds-style code review. Brutally honest multi-layer analysis focused on data structures, good taste, cognitive load, and eliminating unnecessary abstraction. Reviews code like Linus reviews kernel patches.
Use this skill whenever the user asks you to write, expand, revise, or edit any part of a manuscript, grant proposal, fellowship application, or research statement. Defines the SNAP group's academic writing style (concise, claim-first, no padding) and the mechanics of iterating on Overleaf projects via local git sync and in-place bracketed instructions. Trigger on: "paper", "manuscript", "grant", "proposal", "fellowship", "abstract", "intro", "methods", "discussion", "reviewer response".
Use this skill when the user needs to run code, submit jobs, or access data on the SNAP/ILC cluster at Stanford. Covers SLURM job submission (single `il` partition with QoS-based scheduling, correct account, GPU types), the three-tier storage system, and uv/pixi virtual environment management on compute nodes. Do NOT use this for Sherlock — ILC has a different account, storage layout, and cluster configuration.
Use this skill when the user wants to read, search, send, or draft Stanford Office 365 email from the command line or via an agent. Works via the Microsoft Graph API — does NOT require Stanford IT to enable IMAP on the mailbox. Syncs to a local Maildir for use with notmuch, mutt, or similar tools.
Use this skill when the user asks you to create a talk, lecture, seminar, or conference presentation from an existing outline, org-mode note, markdown document, or rough text. Produces a Slidev presentation (markdown + Vue components) with appropriate structure, animations, speaker notes, and layout choices. Do NOT use this for PowerPoint/Keynote files — this skill is Slidev-specific.