/generate-alternative-model

name: generate-alternative-model
description: "Generate a plausible model variant by relaxing, replacing, or generalizing assumptions."

generate-alternative-model

Purpose

Generate a plausible model variant by relaxing, replacing, or generalizing assumptions.

Input contract

required: [base_model, load_bearing_assumptions]
optional: [observations, model_constraints, variant_operations]
constraints: [each variant names the changed assumption and retained predictions]

Procedure

1. Identify assumptions that constrain the base model. 2. Relax, replace, or generalize one assumption at a time. 3. Re-derive the model structure and compare predictions or implications.

Output contract

produces: [model_variants, changed_assumptions, prediction_comparison]
delta_fields: [findings, hypothesis_updates, uncertainties, decisions]

Quality gates

• Every variant is traceable to an operation and remains internally coherent.

Failure and counterexamples

Reject variants that change multiple assumptions without attribution or that cannot produce testable implications.

Provenance map

• `deep-insight/alternative-model-generation`: resolved.