vshvedov

vshvedov / elephant-goldfish

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A reusable workflow for agentic software work, built around the Elephant/Goldfish pattern.

drensin.medium.comelephants-goldfish-and-the-new-golden-age-of-software-engineering-c33641a48874 agentic-ai ai ai-tools claude-code codex
10
0
100% credibility
Found May 06, 2026 at 10 stars -- GitGems finds repos before they trend. Get early access to the next one.
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AI Analysis
AI Summary

Reusable prompts and workflows for AI coding tools to brainstorm ideas, draft plans, fix bugs, build features, and review changes using an 'elephant/goldfish' pattern for context-aware validation.

How It Works

1
🔍 Discover the Helper

You hear about a smart way to make your AI coding buddy think deeper and check ideas twice for better results on your projects.

2
💻 Open Your Project

In your coding project, you start a chat with your AI helper app where you build and fix things.

3
📋 Tell AI to Set Up

You paste a simple message asking your AI to grab and prepare special thinking patterns tailored just for your project.

4
🔄 See New Commands

Your AI refreshes and shows a list of handy commands like brainstorm, fix bug, or add feature.

5
Pick Your Task
💡
Brainstorm Ideas

Turn rough thoughts into clear concepts with fresh checks.

📝
Plan a Feature

Create a detailed plan that a fresh reader can follow perfectly.

🐛
Fix a Bug

Diagnose and repair issues with independent double-checks.

✨
Build New

Design, code, and validate a new addition step by step.

✅
Quick Review

Get an unbiased look at your changes before saving.

6
🚀 Get Great Results

Your AI collaborates closely, spotting misses early so you end up with solid plans, code, or fixes ready to use.

🎉 Confident Progress

You commit your improved work feeling sure it's thoughtful and correct, speeding up your project with reliable AI help.

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AI-Generated Review

What is elephant-goldfish?

Elephant-goldfish delivers reusable workflows for AI-assisted software development in Claude Code, Codex, and Gemini CLI, based on the elephant goldfish pattern where a memory-rich "elephant" session validates ideas against fresh "goldfish" subagents. Developers bootstrap it via a one-line GitHub API fetch in their AI session, gaining adaptive commands like /eg-brainstorm, /eg-prd, /eg-new-feature, /eg-fix-bug, and /eg-precommit-review that customize to your stack—Rails tests or Flutter integration tests. It shifts AI from raw code gen to collaborative pipelines: brainstorm concepts, draft PRDs, implement with design checks, and review diffs independently.

Why is it gaining traction?

Unlike basic AI prompts, elephant goldfish ai enforces goldfish divergence as a cheap anchor check, producing validated PRDs and code ready for commit without manual docs. Its github reusable workflows adapt at install to environment variables, secrets, and outputs like test runners, outperforming composite actions by handling full agentic flows from idea to precommit review. Developers hook on the structured Q&A and parallel goldfish lenses for brainstorm and PRD, closing gaps junior devs miss.

Who should use this?

Solo full-stack devs or indie hackers using Claude Code for Rails/Node features, needing bug fixes with repro tests. AI-heavy teams in elephant goldfish post-production or vfx pipelines, scripting eg-new-feature for modular plugins. Frontend engineers in Flutter/Dart tired of unvalidated AI diffs before PRs.

Verdict

With 10 stars and 1.0% credibility score, it's early-stage but boasts solid docs and stack-adaptive bootstraps—worth a 5-minute install if you're deep in Claude/Codex/Gemini. Fork and PR to mature it; skip for production-critical flows until traction builds.

(198 words)

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