convergence-assessment

$npx mdskill add yogsoth-ai/de-anthropocentric-research-engine/convergence-assessment

Assess convergence of model variant results using quantitative and qualitative analysis

  • Identifies stable conclusions across different model outputs
  • Uses agreement metrics and stability checks from model outputs
  • Evaluates quantitative alignment and qualitative consistency
  • Returns convergence summary with stability ratings and discrepancies

SKILL.md

.github/skills/convergence-assessmentView on GitHub ↗
---
name: convergence-assessment
description: Compare results across multiple model variants — quantitative agreement metrics and qualitative conclusion stability.
execution: subagent
prompt: ./prompt.md
input: model_outputs (string), comparison_criteria (string)
used-by: robustness-testing
---

# Convergence Assessment

Assess whether conclusions converge across model variants.

## Execution

Subagent — spawned via subagent-spawning/spawn-agent.

## Budget

One unit = one convergence assessment pass.

More from yogsoth-ai/de-anthropocentric-research-engine

SkillDescription
abductive-hypothesis-generationStrategy: 面对异常的最佳解释推理
ablation-brainstormRemove components one by one, observe system changes to reveal hidden dependencies and generate ideas from structural gaps.
ablation-component-mappingMap system architecture to ablatable units for ablation studies
ablation-designDesign ablation studies to isolate component contributions in ML systems
ablation-executionRemove components one by one from a system, record the response/impact of each removal.
abp-vulnerability-classificationClassify assumptions on 2 axes — load-bearing (how much conclusion depends on it) × vulnerable (how likely to be false). Focuses attention on High-Load × High-Vulnerable quadrant.
abstraction-extractionExtract abstract principles from concrete domain cases. Strips domain-specific details to reveal transferable mechanisms.
abstraction-ladderPerform bisociation at multiple abstraction levels
abstraction-ladderingMove between concrete and abstract framings — 3 levels up (Why?) and 3 levels down (How?) to find the most productive research level.
abstraction-to-designAbstract biological principle to design principle. Bridge from biology to engineering.