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AI-powered coding speed without structured design leads to auto-scaled mistakes. Introducing the open source Elephant-Goldfish Model plugin for co-designing specs and running stateless adversarial reviews with AI: goo.gle/elephant-gol...

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The name is doing real work. Elephant holds the durable constraints, goldfish is the session that forgets on purpose. Most agent mess I see is one blob trying to be both, so the temporary plan pollutes the next run.