scientific-problem-selection

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Tool: references/02-risk-assessment.md [2/2] Description: specify:** 1. **The Question:** Exactly what is being tested? 2.

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Tool: references/03-optimization-function.md [1/3] Description: # SKILL 3: Optimization Function Selection ## Overview This skill helps scientists articulate HOW their project should be evaluated and define what success means. While Skill 2 focused on likelihood of success (the X-axis), this skill focuses on impact if successful (the Y-axis). The key insight: **value is in the eye of a belief system**—the value creation framework must be explicitly stated and led with.

Tool: references/03-optimization-function.md [3/3] Description: [How to frame to avoid it] 2.

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**Evaluation:** Does any "unfixed" version seem better than your original? If yes, you over-constrained.

What aspect excites you most Together we'll optimize your parameter strategy for maximum creativity and resilience.

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Tool: references/05-decision-tree.md Description: # SKILL 5: Decision Tree Navigation ("The Altitude Dance") ## Overview This skill teaches you to move fluidly between execution (Level 1: getting stuff done) and strategic evaluation (Level 2: critical thinking). Projects rarely unfold linearly—they require frequent course correction.

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Tool: references/06-adversity-planning.md Description: # SKILL 6: Adversity Response Planning ("The Adversity Feature") ## Overview This skill helps you prepare for inevitable crises and reframe them as opportunities.

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Tool: references/08-integration-synthesis.md Description: # SKILL 8: Integration and Synthesis ## Overview This final individual skill synthesizes all previous skills into a coherent project plan and communication strategy.

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Tool: references/09-meta-framework.md [1/3] Description: # SKILL 9: Meta-Framework - Complete Problem Selection Workflow ## Overview This meta-skill orchestrates the complete problem selection process, guiding users through Skills 1-8 in a systematic, iterative way. This skill should be used when comprehensive support is needed from ideation through execution planning, with integrated literature searches and coherent documentation. ## When to Use This Skill **Use Skill 9 (Complete Workflow) when

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