Hypothesis evolve grounding
Skill panjose/Co-Scientist/skills/hypothesis-evolve-grounding
Scientific agent skills for Claude Code and Codex that turn research goals into auditable hypothesis generation, review, ranking, evolution, and synthesis.
npx -y skills add panjose/Co-Scientist --skill hypothesis-evolve-groundingAssembled from the repository path, not quoted from the project. Check it against their README if it does not work.
One thing to look at
- 4 stars4 stars. Stars are a popularity signal and not a quality one, but at this level it is likely that nobody has read this closely except its author, and you would be relying on your own review.
What its author says it does
Copied from the file, not written here
Generate exactly one grounded child hypothesis by strengthening evidence, specificity, and literature support.
SKILL.md
3.5 KB, as published. Nobody here has run it
hypothesis-evolve-grounding
Goal:
- Generate exactly one grounded child hypothesis by strengthening evidence, specificity, and literature support.
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
grounding_evolution.
Execution Prompt Contract:
- System Intent:
- You are refining the parent hypothesis by replacing weakly supported claims with better-grounded, more specific, and more internally consistent ones.
- Required Reasoning Focus:
- Preserve the strongest core insight from the parent.
- Use review findings to identify unsupported leaps, vague mechanisms, or weak evidence.
- Strengthen the mechanism and experiment path without bloating the claim.
- Do Not Do:
- Do not merely paraphrase the parent.
- Do not emit multiple children.
- Do not drop the parent linkage.
- 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:grounding_evolutionorigin.content.statement: 2-3 sentences.origin.content.mechanism: 2-3 sentences.origin.content.experimental_design: one concise multiline string with 3-6 numbered steps.origin.content.experimental_designmust remain one string field containing embedded line breaks; do not emit it as a list, array, or nested object.origin.content.summary: one sentence.origin.content.category: 1-5 words.
- Emit the canonical
Execution Steps:
- Open
skills/shared-references/schema-index.md, then readpackages/agent_contracts/hypothesis.pybefore writinghypotheses/<id>/HYPOTHESIS.json. - Identify the parent weaknesses that must be corrected by grounding.
- Produce exactly one improved child hypothesis.
- Persist canonical
HYPOTHESIS.json,HYPOTHESIS.md, andORIGIN.json. - Validate the emitted hypothesis artifact.
Completion Rule:
- This skill is complete only when one valid grounded child hypothesis has been written in canonical form.