Interview the user relentlessly about a plan or design until reaching shared understanding, collecting decisions without performing implementation. Use when user wants to stress-test a plan, get grilled on their design, or mentions "grill me".
Triage TI-Toolbox telemetry error clusters from TI-toolbox-stats, using the artifact-first workflow to classify BigQuery-derived failures, compare them against current TI-Toolbox releases, and only open or close GitHub issues after review.
Use the global docx-tools CLI for Microsoft Word .docx writing workflows, including building documents from JSON specs, reading .docx files back to specs, patching specs, handling comments, adding authors/figures, and parsing BibTeX.
BIDS (Brain Imaging Data Structure) conventions for organizing neuroimaging datasets. Use when creating, reading, validating, or navigating BIDS-compliant directory trees, file names, metadata sidecars, or derivatives.
Production code quality standards and review checklist. Use when writing or reviewing code.
EEGLAB toolbox reference for EEG/MEG processing in MATLAB. Use when writing or modifying EEGLAB scripts, working with the EEG struct, ICA, clean_rawdata, ICLabel, pop_* functions, STUDY designs, or BIDS-EEG import. Covers the EEG structure, preprocessing pipeline, plugin API, and function lookup.
Practical engineering discipline for agentic coding. Use when planning or implementing code changes to keep edits simple, scoped, evidence-driven, and verified.
Git collaboration playbook for agents. Use when performing or advising on git operations, drafting commits, branch names, PR/MR descriptions, issue reports, code review comments, release notes, changelog entries, or GitHub/GitLab discussion posts.