Google Elephant-Goldfish Model for spec-driven AI development

26 10 2026
Google Elephant-Goldfish Model for spec-driven AI development

The Elephant-Goldfish Model is an open-source plugin that structures AI coding workflows using two distinct agent types. Deep-context elephant sessions handle architecture and design specs, while isolated zero-context goldfish subagents run stress tests and reviews without conversational bias. The package provides commands for brainstorming, drafting markdown specs, automated review swarms, and drift detection across several harness environments.

It is worth adopting if you already rely on AI agents and want to enforce structured design documents before writing code. The catch is that it adds significant process overhead and requires buying into a specific multi-agent methodology. Skip it if you prefer lightweight, ad-hoc prompting or small scripts where formal spec generation slows you down.

more: https://github.com/google/elephant-goldfish-model

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