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/measure-portfolio-diversity

Quantify portfolio diversity/coverage across declared feature, mechanism, domain, or failure-mode dimensions and expose concentration/niche collapse.

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de-anthropocentric-research-engine
499200 skills
Install
$ npx -y skills add yogsoth-ai/de-anthropocentric-research-engine --skill measure-portfolio-diversity --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/measure-portfolio-diversity

Context preview

The summary Claude sees to decide when to auto-load this skill.

Quantify portfolio diversity/coverage across declared feature, mechanism, domain, or failure-mode dimensions and expose concentration/niche collapse.

SKILL.md

measure-portfolio-diversity.SKILL.md
name: measure-portfolio-diversity
description: "Quantify portfolio diversity/coverage across declared feature, mechanism, domain, or failure-mode dimensions and expose concentration/niche collapse."

measure-portfolio-diversity

Purpose

Quantify portfolio diversity and coverage across declared feature, mechanism, domain, or failure-mode dimensions.

Input contract

required: [portfolio, diversity_dimensions, feature_assignments]
optional: [niche_universe, strength_threshold, concentration_measure]
constraints: [niche definitions and distance/overlap rules are explicit]

Procedure

1. Define niches and assign each portfolio member to them. 2. Compute coverage, concentration, and duplication using the supplied measure. 3. Identify empty niches and collapse risks. 4. Return diversity results with sensitivity to assignment uncertainty.

Output contract

produces: [diversity_metrics, niche_coverage, concentration_risks, empty_niches]
delta_fields: [findings, uncertainties, decisions]

Quality gates

  • Coverage is reported as a fraction of a declared niche universe.
  • A caller-supplied strong-candidate threshold is applied consistently.
  • Concentration and niche collapse are disclosed, not hidden by aggregate diversity.

Parameterization

Caller supplies portfolio schema, niche universe, assignment rules, strength threshold, and concentration metric.

Failure and counterexamples

Reject diversity scores without niche definitions or portfolios assessed on incompatible dimensions.

Provenance map

  • concept: convergence/diversity-maximization
  • concept: convergence/niche-coverage-analysis

Preserved source criteria ledger

| source | criterion | |---|---| | convergence/diversity-maximization | Coverage threshold may be caller-supplied; preserve declared threshold verbatim. |

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Ships withde-anthropocentric-research-engine

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.

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Python
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Apache-2.0
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4h ago
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7mo ago
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Repo: yogsoth-ai/de-anthropocentric-research-engine