alternative-model-generation

$npx mdskill add yogsoth-ai/de-anthropocentric-research-engine/alternative-model-generation

Generates alternative model formulations by relaxing assumptions

  • Identifies specific assumptions in the original model.
  • Uses APIs to relax these assumptions and generate new models.
  • Decides on the most relevant alternatives based on predefined criteria.
  • Delivers generated alternative models directly to the user or agent.

SKILL.md

.github/skills/alternative-model-generationView on GitHub ↗
---
name: alternative-model-generation
description: Generate alternative model formulations by relaxing, replacing, or generalizing specific assumptions.
execution: subagent
prompt: ./prompt.md
input: original_model (string), assumption_to_relax (string)
used-by: robustness-testing
---

# Alternative Model Generation

Generate model variants by relaxing assumptions.

## Execution

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

## Budget

One unit = one alternative model generation 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.