Are resources sufficient? — Quantify compute, data, time, human, and financial resource constraints
Idioma do texto original: inglês
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O SkillsMP coletou 961 skills de yogsoth-ai/de-anthropocentric-research-engine. Abra uma skill para revisar a origem e os detalhes.
yogsoth-ai/de-anthropocentric-research-engineMostrando 40 de 961 skills coletadas.
Are resources sufficient? — Quantify compute, data, time, human, and financial resource constraints
Idioma do texto original: inglês
Estimate resources, budget, and timeline using parametric, analogous, and three-point (PERT) estimation methods.
Idioma do texto original: inglês
Quantify resource demand vs supply vs gap for each resource category
Idioma do texto original: inglês
Statistically analyze collected results, verify reproducibility, and synthesize findings
Idioma do texto original: inglês
Validate results through statistical testing, ROPE judgment, reproducibility re-runs, and final synthesis
Idioma do texto original: inglês
Argue for rejected candidates using Devil's Advocacy, Dialectical Inquiry, and Adversarial Collaboration to ensure elimination was justified.
Idioma do texto original: inglês
Systematically reverse positive statements to generate creative inversions. Produces reversed statements with initial associations.
Idioma do texto original: inglês
How to make it worse? → reverse for solutions. Generate anti-solutions then invert to discover novel approaches.
Idioma do texto original: inglês
Hostile reviewer perspective — find fatal flaws, logical gaps, and missing evidence in a solution.
Idioma do texto original: inglês
Balance portfolio risk and return using Markowitz mean-variance, CVaR, Risk parity, and Kelly criterion methods.
Idioma do texto original: inglês
Assess methodological bias using RoB2, PROBAST, or QUADAS-2 validated tools
Idioma do texto original: inglês
Strategy: Action Priority matrix — classifies failure modes into H/M/L priority using severity-weighted scoring per AIAG-VDA 2019 Action Priority tables.
Idioma do texto original: inglês
Design experiments to identify failure boundaries and robustness limits
Idioma do texto original: inglês
Compute robustness index across scenarios with sensitivity analysis
Idioma do texto original: inglês
Test conclusion robustness via multi-model convergence — enumerate assumptions, generate alternatives, compare results, flag fragile conclusions.
Idioma do texto original: inglês
Select portfolios that perform well across multiple future scenarios using Minimax regret, Robust optimization, Scenario planning, and Info-gap methods.
Idioma do texto original: inglês
Role-play as reviewer/practitioner/theorist/novice/competitor to generate diverse perspectives on a solution.
Idioma do texto original: inglês
Drill from surface symptoms to root causes via 5 Whys, Ishikawa decomposition, and Current Reality Trees. Validates each causal link with literature evidence.
Idioma do texto original: inglês
Decide whether to continue iterating or stop based on consensus score, round number, and stability.
Idioma do texto original: inglês
Find and challenge domain's unquestioned beliefs. Systematic identification and productive violation of dogma.
Idioma do texto original: inglês
Find domain's unquestioned beliefs. Systematic identification of dogma that constrains innovation.
Idioma do texto original: inglês
Classify stakeholders by Mitchell et al. framework (Power, Legitimacy, Urgency). Assigns salience category and identifies systematically excluded parties.
Idioma do texto original: inglês
SOP: power analysis and required experiment count estimation
Idioma do texto original: inglês
Track score trajectories, detect saturation/failure points — 15 benchmarks, 50 papers, 60 web searches
Idioma do texto original: inglês
Design scaling experiments to characterize performance-resource relationships
Idioma do texto original: inglês
Analyze behavior across scales — detect regime changes, identify capacity limits, fit scaling laws within regimes.
Idioma do texto original: inglês
Detect regime changes in scaling behavior — breakpoints where behavior qualitatively shifts, mechanisms behind transitions.
Idioma do texto original: inglês
Execute SCAMPER 7 operators on a target solution. Subagent self-selects best 2-3 operators for deepest exploration.
Idioma do texto original: inglês
7 operators (Substitute/Combine/Adapt/Modify/Put/Eliminate/Reverse) for systematic transformation of existing solutions.
Idioma do texto original: inglês
Construct distinct future scenarios spanning key uncertainties for portfolio stress testing.
Idioma do texto original: inglês
Identify key uncertainty drivers using PESTEL framework scanning
Idioma do texto original: inglês
Assess each scenario's impact on the research approach across multiple dimensions
Idioma do texto original: inglês
Build rich narratives for surviving morphological configurations using Shell method
Idioma do texto original: inglês
Construct distinct future scenarios, evaluate portfolio performance under each, and identify vulnerabilities and robustness characteristics.
Idioma do texto original: inglês
Strategy: Adjust research question scope — zoom in/out until the scope is appropriate
Idioma do texto original: inglês
Broad landscape mapping strategy — quickly understand what exists in a field. Prioritizes breadth over depth with high paper-overview volume and minimal deep reading. Use when entering a new field or needing orientation before committing to deeper…
Idioma do texto original: inglês
Synthesize score matrix, rankings, and sensitivity analysis into a final recommendation.
Idioma do texto original: inglês
Two-phase sensitivity — Morris quick screening to eliminate unimportant factors, then Sobol precise decomposition on survivors. Efficient allocation of analytical effort.
Idioma do texto original: inglês
First eliminate non-qualifying candidates with non-compensatory rules, then score survivors with full MCDA methods.
Idioma do texto original: inglês
SOP: design random seed strategy for reproducibility
Idioma do texto original: inglês