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Elephant-goldfish-model: skills for designing and reviewing software with agents

Google released Elephant-Goldfish-Model (EGM), an open-source plugin that lets engineers draft software specifications with a deep-context "Elephant" agent and stress-test them with zero-context "Goldfish" subagent reviewers before writing code, and thousands of Google engineers already use it. EGM installs via plugin commands for the agy (Antigravity), Claude Code and Codex coding agents, and its skills — egm-brainstorm, egm-draft, egm-review and egm-resolve — produce concepts_brief.md and design_draft.md artifacts, with reviews halting if the agent cannot create fresh subagent contexts. The plugin is aimed at features needing design decisions before implementation, not small bug fixes, and Google notes a review does not replace tests or human judgment.

read3 min views6 publishedOct 30, 2026
Elephant-goldfish-model: skills for designing and reviewing software with agents
Image: Michielbdejong (auto-discovered)

Design with an elephant. Review with a goldfish.

Install  ·  Quickstart  ·  Documentation  ·  Website

Thousands of Google engineers use EGM, an open-source plugin, to draft specs with deep-context agents and stress-test them with zero-context subagents before writing code.

Elephant holds your project context and drafts the specification. Goldfish reviewers examine the draft and referenced source material without the earlier conversation, helping expose unstated assumptions and blind spots. You make the architectural trade-offs and approve the specification before implementing.

Use it when a feature needs design decisions before implementation. For a small, clear bug fix, use your normal coding workflow.

Choose your coding agent. Install the complete plugin so its skills can read the reviewer prompts and document standards.

agy plugin install https://github.com/google/elephant-goldfish-model
claude plugin marketplace add google/elephant-goldfish-model
claude plugin install egm@egm
codex plugin marketplace add google/elephant-goldfish-model
codex plugin add egm@egm

Start a new session after installation. For Claude Cowork and ChatGPT Work, see the setup guide.

Open your project in your coding agent and choose a feature that needs design decisions. This example adds webhook delivery: what should happen when a delivery fails, or the same event arrives twice?

The commands below are shown without a prefix. In Antigravity (agy CLI) and Claude Code, add the /egm: prefix, for example /egm:egm-brainstorm. In Codex, select the corresponding EGM skill from the skill picker. Brainstorming and review require a session that can create fresh subagents.

/egm-brainstorm Add webhook delivery to this project.

Discuss requirements and trade-offs with the agent. Fresh reviewers challenge the proposal, and the agent saves the agreed direction in concepts_brief.md.

/egm-draft

The agent turns the brief into design_draft.md, pausing after each section for your feedback in chat.

/egm-review design_draft.md

Use the draft path returned by the agent.

Fresh reviewers check the design, its clarity, its fit with the code, and its implementation plan. Choose which findings to address. When you approve the design, ask your coding agent to implement it.

See the workflow guide for the full process, including saving approved specifications under docs/designs/.

Role Context Responsibility
Elephant Your project, requirements, and earlier decisions Explore the problem and draft the specification.
Goldfish The document and its referenced source material, without the earlier conversation Find missing assumptions, unclear requirements, and implementation risks.
You The goals and constraints that matter Resolve trade-offs, approve the design, and decide what to build.

Goldfish reviews require fresh subagent contexts. If your agent cannot create them, EGM stops the review. A review does not replace tests or human judgment. See supported environments and verification limits.

You can use each skill when you need it. You do not have to follow the full sequence.

Skill Use it to…
Brainstorm Test an idea and write a concept brief.
Draft Turn a brief or existing notes into a design document.
Resolve Work through review findings and agree on changes.
Bootstrap Create or update documentation for an existing codebase.
Review Review a design with fresh agents across five stages.
Review loop Run a configured group of reviewers for a specific review task.
Drift report Compare checked-in documents with the current source code.

Read contributing for PRs, issues for bugs, and discussions for questions.

Apache 2.0. This is not an officially supported Google product.

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