abstract-structure
Remove domain surface details to expose transferable relational/mechanistic structure at a chosen abstraction level.
Apply explicit GO / HOLD / RECYCLE / KILL (or supplied) stage-gate criteria with evidence thresholds and next-step conditions.
$ npx -y skills add yogsoth-ai/de-anthropocentric-research-engine --skill apply-stage-gate --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/apply-stage-gateContext preview
The summary Claude sees to decide when to auto-load this skill.
Apply explicit GO / HOLD / RECYCLE / KILL (or supplied) stage-gate criteria with evidence thresholds and next-step conditions.
name: apply-stage-gate description: "Apply explicit GO / HOLD / RECYCLE / KILL (or supplied) stage-gate criteria with evidence thresholds and next-step conditions."
Apply explicit GO / HOLD / RECYCLE / KILL gates to a candidate or work package, tying each outcome to evidence thresholds and a next action.
required: [candidate_record, gate_criteria, evidence_register] optional: [prior_gate_decision, remediation_options] constraints: [each criterion has an observable status; gate outcome and next action are explicit]
1. Normalize the candidate, gate criteria, evidence, and unresolved assumptions into a gate table. 2. Evaluate every criterion as met, unmet, or unknown, preserving the cited evidence and threshold direction. 3. Apply precedence: KILL for disqualifying hard failure, RECYCLE for repairable failure, HOLD for insufficient evidence, otherwise GO. 4. Emit the gate decision, failed criteria, evidence gaps, and the smallest justified next action.
produces: [gate_table, gate_decision, failed_criteria, next_action] delta_fields: [findings, evidence_updates, uncertainties, decisions, recommended_jumps]
Do not turn an absent measurement into a pass. A repairable shortfall is RECYCLE only when a concrete remediation and re-gate condition are recorded.
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.
Evaluate competing arguments against stated criteria and produce a reasoned verdict with uncertainty.
Move a scientific object up/down in abstraction or narrow/broaden selected scope dimensions (population, mechanism, context, outcome, timeframe, system…
Run structured attack/defense/adjudication over a claim, candidate, criterion set, or current winner. Perspective, target, escalation depth,…
Aggregate criterion or comparison results into an ordered recommendation under an explicit rule.
Abstract relational structure from source domains, map it to the target, validate depth, and instantiate transferable mechanisms.