Research skills

This skill provides structured scaffolds for planning tests, data exploration, and modeling to guide technical work systematically.

This skill helps you design efficient experiments to identify key factors and optimize performance with minimal runs.

This skill helps you design evidence-based study plans that maximize long-term retention using spaced repetition, retrieval practice, and interleaving.

This skill helps you update beliefs under uncertainty using Bayesian reasoning, calibrating confidence as new evidence arrives.

This skill helps you validate ideas quickly with pretotyping and prototyping methods, guiding fidelity, experiments, and decisions before building.

This skill maps identified symmetries to mathematical groups and outputs an architecture-ready symmetry specification.

This skill helps craft compelling academic career documents, aligning your research and teaching with institutional goals and future potential.

This skill helps you identify false dichotomies, steelman opposing views, map underlying tradeoffs, and synthesize a principled third way.

This skill guides you through a collaborative symmetry discovery process to identify invariances and transform your data efficiently.

This skill helps you validate product ideas and uncover user needs through structured discovery interviews and surveys.

This skill designs neural network architectures that respect validated symmetry groups, delivering efficient, robust models with improved generalization.

This skill guides grant proposal creation and critique for NIH/NSF and foundations, improving hypothesis clarity, significance, innovation, and feasible

This skill helps simplify complex systems by decomposing components and reconstructing optimized configurations to reveal bottlenecks and improvement

This skill grounds design decisions in cognitive psychology, improving attention management, memory retention, and visual encoding for clearer, more effective

This skill helps structure health science research using PICOT, assess study quality with GRADE and bias tools, and synthesize evidence for guidelines.

This skill helps you refine scientific manuscripts for clarity, structure, and rigor, accelerating publication-ready submissions through systematic,

This skill helps you create comprehensive business plans and product strategies through an 8-phase framework, persona development, and actionable roadmaps.

This skill guides you through interview prep, career assessment, and opportunity analysis using structured workflows and evidence based feedback.

This skill helps validate ideas, size markets, build investor-ready decks, and model finances with structured workflows and actionable artifacts.

This skill helps you break through creative blocks with structured techniques to reframe problems, explore options, and find actionable paths.

This skill routes product work by detecting task type and guiding you through PRD, metrics, and cohort analyses.