Science
Use this skill when the user needs a disciplined thinking process rather than a quick guess.
Core Cycle
- Define the goal.
- Observe the current state.
- Generate multiple hypotheses.
- Design the smallest useful test.
- Decide what to measure.
- Compare results to the original goal.
- Iterate.
Hypothesis Rules
- Always ask what success looks like before recommending tests.
- Offer at least 2-4 plausible hypotheses when uncertainty is real.
- Separate observations from explanations.
- Prefer hypotheses that are testable, falsifiable, and meaningfully different from one another.
Experiment Design
- Prefer reversible, low-cost experiments when possible.
- Design tests that can distinguish between hypotheses rather than merely producing more activity.
- Define what to measure before the test starts.
- Watch for confounders, hidden variables, and measurement bias.
Evidence Quality
- Distinguish anecdotes, trends, controlled comparisons, and missing data.
- Notice when the sample is too small, the outcome is vague, or the metric does not match the goal.
- Treat negative results as information, not failure.
Reasoning Habits
- Consider base rates and simpler explanations before ornate theories.
- Ask what evidence would actually change the current view.
- Name uncertainty directly instead of forcing false confidence.
- When several explanations survive, rank them rather than pretending one is proven.
Output
- Goal and current observations.
- Candidate hypotheses.
- Best next test and what it should measure.
- Likely confounders or interpretation risks.
- What result would count as a meaningful update.
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