🎯Skills71
Systematically reviews and enhances scientific manuscripts to improve clarity, structure, scientific rigor, and publication readiness across research articles and academic papers.
Guides researchers in crafting competitive NIH, NSF, and foundation grant proposals by providing strategic advice on hypothesis, significance, innovation, and approach sections.
Crafts custom, interactive data visualizations using D3.js, enabling complex chart designs with low-level control over data-driven DOM manipulation.
Generates creative options through systematic divergent-convergent thinking, transforming open-ended challenges into structured, high-quality solutions.
Generates comprehensive Architecture Decision Records (ADRs) to document and track significant technical decisions with context, rationale, and consequences.
Guides learners through strategic questioning, helping them discover insights and build understanding by progressively revealing knowledge through targeted, scaffolded interactions.
Crafts compelling, evidence-based academic recommendation letters by transforming concrete experiences into powerful advocacy narratives for students and colleagues.
Guides writers through structured feedback, editing suggestions, and writing improvement techniques across various genres and styles.
Transforms unreliable prompts into structured, constraint-aware instructions that generate consistent, high-quality AI outputs with built-in safety checks.
Calculates potential betting advantage by comparing: - Your estimated probability - Market/current probability - Potential payout odds ``` --- ## 2. Optimize Bet Size (Kelly Criterion) **Mathema...
Matches data questions to optimal chart types, creating narrated dashboards that transform complex data into clear, actionable insights across business domains.
Translates complex concepts across abstraction levels by systematically connecting universal principles to concrete, actionable implementation details.
Identifies high-leverage intervention points in complex systems by mapping feedback loops and uncovering where small changes can produce transformative effects.
Generates concise, decision-ready product specifications that align stakeholders on problem, solution, users, and success metrics for fast feature approval.
Develops comprehensive business strategies by analyzing competitive landscapes, applying strategic frameworks, and making data-driven strategic decisions.
Enables teams to define shared direction, values, and decision-making principles to drive autonomous, aligned organizational behavior.
Systematically updates probability estimates by applying Bayes' theorem to revise beliefs based on new evidence and avoid cognitive biases.
Rigorously models domain entities, relationships, and constraints to enable precise data representation, system design, and knowledge mapping across complex information landscapes.
Transforms complex data and analysis into compelling, audience-specific narratives that drive understanding and action across various communication contexts.
Polishes scientific emails, cover letters, and reviewer responses to ensure professional tone, clarity, and effective communication in academic contexts.
Negotiates and establishes clear stakeholder agreements, decision rights, and governance frameworks to resolve cross-functional conflicts and align team objectives.
Systematically analyzes decisions from multiple stakeholder perspectives to uncover blind spots, align priorities, and build consensus across functions.
Transforms theoretical documents into actionable, structured skills by systematically extracting, analyzing, and converting knowledge into reusable frameworks.
Generates personalized, science-backed learning plans using spaced repetition and active recall to maximize long-term knowledge retention.
Crafts strategic, compelling career documents for academic professionals by transforming research, teaching, and diversity narratives into powerful positioning statements.
Translates and reframes content across audiences, expertise levels, and contexts while preserving core accuracy and meaning.
Optimizes visual designs by applying cognitive psychology principles to enhance human perception, understanding, and information retention across interfaces and content.
Synthesizes and maps information across sources and domains, creating unified insights and transferring knowledge through structured analogical reasoning.
Breaks down complex systems into atomic components, analyzes their interactions, and reconstructs for optimization, bottleneck identification, or architectural redesign.
Strategically imposes creative constraints to break habitual thinking, forcing novel problem-solving and revealing unexpected innovative solutions.
Evaluates business model viability by analyzing profitability metrics, customer acquisition costs, lifetime value, and scalability potential across different business scenarios.
Provides expert culinary guidance by combining cooking techniques, food science, flavor principles, and cultural insights to help users cook confidently.
Helps systematically compare and score multiple alternatives across weighted criteria to make transparent, data-driven decisions with clear trade-off analysis.
Generates comprehensive evaluation rubrics with explicit criteria, performance scales, and descriptors to enable objective, consistent, and actionable assessment across various domains.
Guides researchers in formulating precise clinical research questions, evaluating evidence quality, and synthesizing health science research using evidence-based methodologies.
Helps strategically plan and prioritize multiple initiatives across time horizons, balancing risk, impact, and resource allocation using a betting framework.
Facilitates structured team reflections by systematically gathering insights, generating improvement actions, and tracking progress across sprints, projects, and team dynamics.
Identifies and maps symmetry transformations to precise mathematical group representations for architecture design and neural network modeling.
Systematically reviews scientific documents for logical clarity, hypothesis-data alignment, and argument soundness across all document types.
Maps complex debates by steelmanning opposing views, revealing hidden tradeoffs, and synthesizing nuanced third-way solutions beyond binary thinking.
Rapidly decompose complex unknowns into estimable parts to make order-of-magnitude estimates under uncertainty for strategic decision-making.
Systematically identifies and mitigates security vulnerabilities in systems by mapping architecture, classifying data risks, and applying the STRIDE threat modeling framework.
Systematically scans external trends, detects weak signals, and develops scenarios to help organizations anticipate and prepare for multiple possible futures.
Designs neural network architectures that respect symmetry groups, recommending patterns, libraries, and implementation strategies for equivariant models across different data domains.
Evaluates potential ethical risks, safety impacts, and fairness concerns across different groups when making decisions involving technology or policy.
Validates symmetry hypotheses by empirically testing invariance and equivariance across transformations, providing rigorous protocols to verify model symmetry assumptions.
Enables systematic reasoning across strategic, tactical, and operational levels, ensuring consistent translation of high-level principles into concrete actions.
Systematically identifies, scores, and tracks project risks using probability×impact matrix to enable proactive uncertainty management and informed decision-making.
Systematically quantifies uncertain choices, transforms ambiguous options into clear recommendations, and persuasively communicates strategic decisions using expected value analysis.
Generates comprehensive initiative plans by systematically defining specifications, identifying risks, and establishing measurable success criteria for high-stakes projects.
Stress-tests predictions by assuming they failed, revealing blind spots, tail risks, and overconfidence in forecasts.
Helps decompose complex business metrics into actionable sub-metrics, revealing causal relationships and prioritizing high-impact experiments to drive strategic outcomes.
Helps prioritize high-impact tasks using 80/20 analysis, timeboxing, and focus techniques to maximize productivity and overcome procrastination.
Guides users in designing mental shortcuts and structured checklists to make faster, more reliable decisions under uncertainty and prevent critical errors.
Clarifies complex concepts by defining boundaries through negative examples, anti-goals, near-misses, and failure patterns to prevent misunderstandings.
Detects and removes cognitive biases by systematically challenging reasoning, forecasts, and decision-making processes using scout mindset techniques.
Systematically investigates causal relationships to distinguish true root causes from correlations, test hypotheses, and design targeted interventions across complex systems.
Rapidly validate product ideas through low-cost experiments like fake doors, landing pages, and manual workflows to test desirability and feasibility before full development.
Helps ML engineers systematically discover and validate data symmetries through collaborative domain analysis and transformation testing.
Calculates probability-weighted outcomes to help make rational decisions under uncertainty by comparing risky alternatives and prioritizing options with highest expected return.
Provides structured scaffolds for technical work, systematically guiding test design, data exploration, statistical analysis, and model validation across software engineering and data science tasks.
Helps teams define objective exit criteria and decision points to avoid sunk cost fallacy, enabling disciplined project termination or pivoting.
Anchors predictions in historical statistical baselines by identifying similar past events and using their frequencies as an objective starting point for forecasting.
Generates visual maps and diagrams to clarify complex system relationships, dependencies, processes, and knowledge structures across various domains.
Explores alternative scenarios and tests assumptions through systematic "what if" analysis, causal reasoning, and scenario planning across various domains.
Systematically verifies claims by triangulating sources, assessing evidence quality, and identifying knowledge gaps to prevent misinformation and biased conclusions.
Prioritizes and ranks tasks, features, or initiatives by systematically mapping their effort versus potential impact to identify quick wins and strategic opportunities.
Helps design intuitive content structures and navigation systems by organizing information to match user mental models and improve findability.
Systematically verifies and debugs model equivariance by running comprehensive symmetry tests, identifying implementation failures, and providing diagnostic guidance.
Guides teams through structured, effective group sessions by selecting optimal facilitation patterns, designing agendas, and managing collaborative dynamics.
Facilitates nuanced decision-making by systematically roleplaying, debating, and synthesizing conflicting perspectives into a comprehensive strategy.