abstract-structure
Remove domain surface details to expose transferable relational/mechanistic structure at a chosen abstraction level.
Track confidence in competing claims/roles across adversarial rounds and update confidence only when evidence or argument quality warrants it.
$ npx -y skills add yogsoth-ai/de-anthropocentric-research-engine --skill calibrate-adversarial-confidence --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/calibrate-adversarial-confidenceContext preview
The summary Claude sees to decide when to auto-load this skill.
Track confidence in competing claims/roles across adversarial rounds and update confidence only when evidence or argument quality warrants it.
name: calibrate-adversarial-confidence description: "Track confidence in competing claims/roles across adversarial rounds and update confidence only when evidence or argument quality warrants it."
Track confidence in competing claims or roles across adversarial rounds and update only when evidence or argument quality warrants it.
required: [round_records, competing_claims, update_rule] optional: [prior_confidence, calibration_history] constraints: [every update cites evidence or argument-quality change]
1. Record each round's claims, arguments, and evidence. 2. Apply the declared update rule and preserve dissent. 3. Mark escalation, continuation, termination, or saturation with rationale.
produces: [confidence_trace, update_rationale, round_status, unresolved_dissent] delta_fields: [findings, evidence_updates, uncertainties, decisions]
Do not update confidence for rhetoric, repetition, or role status alone.
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.