Use when turning recent agent-session evidence into durable skill updates. Triggers: "consolidate lessons", "update skills from sessions", "prevent repeated fixes", "recurring mistakes", "capture workflow learnings"
Use when running workloads on LUMI supercomputer, including GPU job submission, PyTorch with ROCm/AMD MI250X, container workflows, and LUMI-specific Slurm configuration. Triggers: "LUMI", "MI250X", "ROCm", "AMD GPU", "CSC", "LUMI-G"
Use when integrating W&B experiment tracking into ML training pipelines, including logging strategy, run configuration, and online/offline mode management. Triggers: "W&B", "wandb", "weights and biases", "experiment logging", "wandb.log", "wandb.init", "training dashboard"
"Use when extracting Overleaf login cookies from Chrome on macOS for the VSCode Overleaf Workshop extension. Decrypts Chrome's cookie store and outputs the session cookie in the exact format the extension expects. Triggers: "overleaf cookie", "overleaf login", "overleaf workshop cookie", "get overleaf cookie", "vscode overleaf login"
Use when preparing to launch any remote or multi-GPU ML experiment. Triggers include "preflight", "sanity check", "launch validation", "before training", "GPU check", "dataset check", "environment check"
Use when pushing changes in a repository that contains git submodules, especially when the submodule has its own commits that must not be left stranded. Triggers include "push", "git push", "submodule", "commit submodule", "workspace push"
Use when evaluating academic papers or surveying a research topic. Gathers venue, citations, GitHub stats, social buzz, reproducibility, and author signals to produce a scored markdown report. Triggers: "evaluate paper", "paper review", "research survey", "literature review", "is this paper good", "find papers on", "compare papers", "paper impact"
Use when analyzing the follow-up works of a specific paper — the papers that cite it. Resolves the seed paper via Semantic Scholar, paginates the full citing-paper list, triages by impact + recency, dispatches parallel subagents to tag each follow-up (extension / improvement / application / theoretical / criticism), and produces a clustered markdown report under docs/research/. Triggers: "followup analysis", "follow-up works", "papers that cite", "forward citations", "who cites this paper", "citation graph", "impact analysis", "downstream papers"