Use when targeting Composites Part B: Engineering or deciding whether a composite-materials or composite-structures manuscript fits this…
Creates a Product Requirements Document through interactive brainstorming with parallel codebase and web research.
Analyze a codebase and generate comprehensive documentation from the source code.
Comprehensive project architecture blueprint generator that analyzes codebases to create detailed architectural documentation.
Use when working with comprehensive review full review
Complete testing strategy covering TDD workflow, test pyramid, unit/integration/E2E/property testing, framework best practices (Jest…
Use when calibrating completeness vs. selectivity and ensuring fairness across schools, authors, and controversies in a Journal of…
Use when appraising the credibility of the studies a Perspectives on Psychological Science (PoPS) piece synthesizes and calibrating…
Use when testing exhaustiveness, risk-of-bias, heterogeneity, and sensitivity for a Review of Educational Research (RER) review or…
Use when the user says 'tokenstack', 'compression', 'token savings', 'proxy status', or asks about context window usage.
Use to compress any agent-instruction file (AGENTS.md, CLAUDE.md, .claude/rules/*.md, legacy AIBOARDING.md) into terse, high-signal prose…
Manage reproducible computational environments
GPU compute programming skill for parallel algorithms and data processing.
SOTA Computer Vision Expert (2026). Specialized in YOLO26, Segment Anything 3 (SAM 3), Vision Language Models, and real-time spatial…
COMSOL Multiphysics skill for continuum-scale nanomaterial and device modeling
Design progressive learning sequences that build foundational understanding before complexity.
Turn concepts into static HTML visuals exported as PNG or SVG files via HTML/CSS/SVG.
Analyze philosophical concepts through examination of necessary and sufficient conditions, identify counterexamples, clarify conceptual…
Use when the conceptual or analytical framework is the bottleneck for a World Development (WD) manuscript — development theory that…
Use when designing the conceptual exhibits of a Progress in Human Geography (PiHG) review essay — typologies, framework diagrams, concept…
Use when building the conceptual or analytical framework for a Global Environmental Change (GEC) manuscript.