Use when you need to choose the right visualization for your data and question, then create a narrated report that...
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Use when content must be translated between audiences with different expertise, context, or goals while preserving...
Use when problems involve interconnected components with feedback loops (reinforcing or balancing), delays, or...
Use when synthesizing information from multiple sources (literature review, stakeholder feedback, research findings,...
Use when you need to empirically test whether hypothesized symmetries actually hold in your data or model. Invoke...
Use when you've identified candidate symmetries and need to map them to mathematical groups for architecture design....
Use when ML engineers need to identify symmetries in their data but don't know where to start. Invoke when user...
Use when developing business strategy (market entry, product launch, geographic expansion, M&A, turnaround),...
Use when designing organizational structure (team topologies, Conway's Law alignment), mapping stakeholders by...
Use when teaching complex concepts (technical, scientific, philosophical), helping learners discover insights...
Use when the user has a document (PDF, markdown, book notes, research paper, methodology guide) containing...
Use when designing or reviewing systems handling sensitive data (PII, PHI, financial, auth credentials), building...
Use to detect and remove cognitive biases from reasoning. Invoke when prediction feels emotional, stuck at 50/50, or...
Use when reviewing or editing research manuscripts, journal articles, reviews, or perspectives. Invoke when user...
Use when writing or polishing professional scientific emails, journal cover letters, or responses to reviewers....
Use when reviewing any scientific document for logical clarity, argument soundness, and scientific rigor. Invoke...
Use when stakeholders have conflicting priorities and need alignment, suspect decision blind spots from single...
Use when planning with fixed deadline or target outcome, working backward from future goal to present, defining...
Use when conducting sprint retrospectives, project post-mortems, weekly reviews, quarterly reflections, after-action...
Use when verifying claims before decisions, fact-checking statements against sources, conducting due diligence on...
Use when starting a forecast to establish a statistical baseline (base rate) before analyzing specifics. Invoke when...
Use when testing ideas cheaply before building (pretotyping with fake doors, concierge MVPs, paper prototypes) to...
Use when managing project uncertainty through structured risk tracking, identifying and assessing risks with...
Use when ranking backlogs, deciding what to do first based on effort vs impact (quick wins vs big bets),...