AICodeKing describes the Elephant Goldfish Model, an open-source collection of skillsAn AI agent skill is a reusable package of instructions, resources, and tool guidance for performing a bounded kind of work. for designing and reviewing software with AI agents. An elephant agent retains the project's context and drafts a design; a goldfish reviewer receives the document with fresh contextContext engineering designs how relevant instructions, evidence, state and tool information are assembled for a model's task. and looks for gaps that the original conversation may have concealed.
The walkthrough covers a workflowAgent orchestration coordinates AI agents, tools, people, tasks, state, and control flow so a larger workflow reaches a verified outcome. for brainstorming, drafting and staged reviewsAdversarial review deliberately challenges a proposal or result to find errors, unsupported assumptions and missed requirements. that examine complexity, comprehension, architecture and implementation readiness. The human selects trade-offs and decides which findings to accept.
AICodeKing notes that reviewers need genuinely separate contexts and that the full plugin includes supporting personas and standards. The discussion also addresses bootstrapping documentation, checking drift and the extra time and model usage involved, especially for small changes.
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