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Hypothesis Generate Debate

skill-panjose-co-scientist-hypothesis-generate-debate · by panjose

Generate exactly one hypothesis candidate through a structured scientific debate.

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Install

$ agentstack add skill-panjose-co-scientist-hypothesis-generate-debate

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Security review

✓ Passed

No issues found. Passed automated security review. · v0.1.0 How review works →

  • Prompt-injection patterns
  • Secret / credential exfiltration
  • Dangerous shell & filesystem operations
  • Untrusted network calls
  • Known-malicious package signatures

What it can access

  • Network access No
  • Filesystem access No
  • Shell / process execution No
  • Environment & secrets No
  • Dynamic code execution No

From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.

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About

hypothesis-generate-debate

Goal:

  • Generate exactly one hypothesis candidate through a structured scientific debate.

Inputs:

  • research_plan/RESEARCH_PLAN.json
  • state/STRATEGY_PLAN.json
  • optional parent hypothesis and review artifacts when the round is part of an evolution continuation

Outputs:

  • hypotheses//HYPOTHESIS.json
  • hypotheses//HYPOTHESIS.md
  • hypotheses//ORIGIN.json
  • debate transcript in the skill trace

Context Loading:

  • Read research_plan/RESEARCH_PLAN.json.
  • Treat research_goal as the debate objective.
  • Treat preferences as the criteria for what counts as a strong hypothesis.
  • Treat constraints as hard boundaries that cannot be violated in the final proposal.
  • Read state/STRATEGY_PLAN.json and confirm that the current round allows scientific_debates_generation.
  • If the round is parented, read the selected parent hypothesis and its latest review summary before opening debate. The debate should target unresolved weaknesses rather than restart from zero.

Execution Prompt Contract:

  • System Intent:
  • You are running a short structured debate whose output is exactly one canonical hypothesis candidate.
  • Required Reasoning Focus:
  • If this is an initial debate, start with 2-3 candidate directions, then converge quickly.
  • Every critique must identify a weakness and a constructive improvement.
  • After two or more substantial turns, prefer convergence over endless divergence.
  • The final candidate must have:
  • a specific mechanism
  • a falsifiable statement
  • a concrete experiment path
  • Do Not Do:
  • Do not let the debate expand into an open-ended brainstorming transcript.
  • Do not keep multiple finalists.
  • Do not end the round without a single canonical extracted hypothesis.
  • Output Shape:
  • Preserve the debate transcript in the trace.
  • Extract exactly one final candidate into the exact HypothesisContract from packages/agent_contracts/hypothesis.py.
  • origin.content.statement: 2-3 sentences maximum.
  • origin.content.mechanism: 2-3 sentences maximum.
  • origin.content.experimental_design: one concise multiline string with 3-6 numbered steps.
  • origin.content.experimental_design must 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.

Execution Steps:

  1. Open skills/shared-references/schema-index.md, then read packages/agent_contracts/hypothesis.py and confirm the exact HypothesisContract shape before writing hypotheses//HYPOTHESIS.json.
  2. Read the required artifacts.
  3. Confirm that this round is allowed to use debate-based generation.
  4. Run a short structured debate for the active goal, keeping a traceable transcript.
  5. Converge to exactly one final candidate.
  6. Extract the final candidate into the canonical HypothesisContract.
  7. Write hypotheses//HYPOTHESIS.json, hypotheses//HYPOTHESIS.md, and hypotheses//ORIGIN.json.
  8. Validate the emitted artifacts before declaring success.

Artifact Rules:

  • The debate transcript belongs in the trace, not in place of the canonical hypothesis artifact.
  • ORIGIN.json may describe debate provenance and evidence, but must not replace HYPOTHESIS.json.
  • The final artifact must be consumable by downstream skills without reading the raw transcript.

Completion Rule:

  • This skill is complete only when exactly one valid canonical hypothesis artifact has been extracted from the debate and persisted for downstream use.

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

Install and usage instructions live in the source repository linked above.

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Versions

  • v0.1.0 Imported from the upstream source.