Hypothesis evolve simplification
Skill panjose/Co-Scientist/skills/hypothesis-evolve-simplification
Scientific agent skills for Claude Code and Codex that turn research goals into auditable hypothesis generation, review, ranking, evolution, and synthesis.
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Generate exactly one child hypothesis that preserves the core idea while reducing unnecessary complexity.
SKILL.md
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hypothesis-evolve-simplification
Goal:
- Generate exactly one child hypothesis that preserves the core idea while reducing unnecessary complexity.
Inputs:
research_plan/RESEARCH_PLAN.json- selected parent
hypotheses/<id>/HYPOTHESIS.jsonartifacts - parent review artifacts
- active
state/STRATEGY_PLAN.json
Outputs:
hypotheses/<id>/HYPOTHESIS.jsonhypotheses/<id>/HYPOTHESIS.mdhypotheses/<id>/ORIGIN.json
Context Loading:
- Open
skills/shared-references/schema-index.md. - Read
packages/agent_contracts/hypothesis.pyand confirm the exactHypothesisContractshape before writinghypotheses/<id>/HYPOTHESIS.json. - Read
research_plan/RESEARCH_PLAN.json. - Read
state/STRATEGY_PLAN.json. - Read each selected parent hypothesis and its review bundle.
- Confirm that the round selected
simplification_evolution.
Execution Prompt Contract:
- System Intent:
- You are distilling the parent hypothesis into a leaner, cleaner, easier-to-test child without collapsing it into triviality.
- Required Reasoning Focus:
- Remove surplus assumptions and over-specified branches.
- Preserve one clear causal core.
- Keep the experiment path minimal but decisive.
- Do Not Do:
- Do not oversimplify into a generic statement.
- Do not lose the falsifiable prediction.
- Quality Floor:
- The child must directly address at least one specific weakness from the parent review bundle.
origin.content.statementmust name concrete materials, catalysts, reaction conditions, mechanistic variables, or experimental targets from the parent and research goal.origin.content.mechanismmust explain a causal chain; do not write only generic phrases such asimproved mechanism,targeted improvement, orreview-identified weaknesses.origin.content.experimental_designmust include 3-6 numbered steps with measurable readouts, controls, or decision thresholds.- Do not use generic refinement placeholder steps such as
Apply targeted improvement,Characterize with standard techniques,Benchmark against parent, orValidate improvement quantitatively. - If the research plan, parent hypothesis, or parent review bundle is missing, stop and report the missing artifact instead of guessing.
- Output Shape:
- Emit the canonical
HypothesisContract. origin.strategy:simplification_evolution- Keep
experimental_designminimal and decisive.
- Emit the canonical
Execution Steps:
- Open
skills/shared-references/schema-index.md, then readpackages/agent_contracts/hypothesis.pybefore writinghypotheses/<id>/HYPOTHESIS.json. - Identify complexity that can be removed without losing the core insight.
- Produce exactly one simplified child hypothesis.
- Persist canonical
HYPOTHESIS.json,HYPOTHESIS.md, andORIGIN.json. - Validate the emitted hypothesis artifact.
Completion Rule:
- This skill is complete only when one simplified child hypothesis has been written in canonical form.