abstract-structure
Remove domain surface details to expose transferable relational/mechanistic structure at a chosen abstraction level.
Model the research system from stakeholder and boundary perspectives: define what is inside/outside the system, identify stakeholder jobs and stakes, classify salience, and expose conflicts that alter problem framing or feasibility.
$ npx -y skills add yogsoth-ai/de-anthropocentric-research-engine --skill map-stakeholder-system --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/map-stakeholder-systemContext preview
The summary Claude sees to decide when to auto-load this skill.
Model the research system from stakeholder and boundary perspectives: define what is inside/outside the system, identify stakeholder jobs and stakes, classify salience, and expose conflicts that alter problem framing or feasibility.
name: map-stakeholder-system description: "Model the research system from stakeholder and boundary perspectives: define what is inside/outside the system, identify stakeholder jobs and stakes, classify salience, and expose conflicts that alter problem framing or feasibility."
Model stakeholders and system boundaries, classify salience, and expose conflicts that alter framing or feasibility.
mode_contracts:
critical-systems-heuristics: &stakeholder_input
required: [target_system, stakeholder_set]
optional: [boundary_candidates, stakeholder_evidence, contested_interests]
constraints: [inside_outside_boundary_and_stakeholder_claims_must_be_explicit]
jobs-to-be-done: *stakeholder_input
stakeholder-salience: *stakeholder_inputDo not perform called SOP operations inline; each loaded SOP owns its contract and thresholds.
1. You MUST load skill `assess-system-boundary` to assess the system boundary. 2. You MUST load skill `construct-perspective-set` to construct the stakeholder perspective set. 3. Apply the selected mode's stakeholder analysis operation. 4. You MUST load skill `map-disagreement` to map substantive disagreement and neglected voices. If a stakeholder worldview requires changing the problem frame, consider `problem-reframing`. If stakeholder constraints determine feasibility or readiness, consider `analyze-constraints-readiness`. Deviation: boundary alternatives may branch; retain each material boundary and its consequences.
mode_contracts:
critical-systems-heuristics:
produces: [system_boundary, perspective_set, disagreement_map]
delta_fields: [findings, assumption_updates, uncertainties, decisions, open_questions]
jobs-to-be-done:
produces: [stakeholder_job_map, perspective_set]
delta_fields: [findings, assumption_updates, uncertainties, decisions, open_questions]
stakeholder-salience:
produces: [salience_map, perspective_set, disagreement_map]
delta_fields: [findings, assumption_updates, uncertainties, decisions, open_questions]Reject maps that treat absent voices as absent stakes or that hide boundary-dependent feasibility changes.
Append boundary changes, stakeholder evidence, salience changes, and unresolved conflicts.
The complete research orchestration system for AI-native science. What It Does Design Philosophy Architecture (v3.2.2) Quick Start Configuration Roadmap License DARE is not a tool that helps you do research. It is the researcher.
Repo: yogsoth-ai/de-anthropocentric-research-engine
Remove domain surface details to expose transferable relational/mechanistic structure at a chosen abstraction level.
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Aggregate criterion or comparison results into an ordered recommendation under an explicit rule.
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