For the past few years, we have watched agentic AI systems generate impressive demonstrations. They write code that passes test cases. They search the web and answer complex questions. They navigate ...

Ralph Wigum keeps coding work moving by reading prior outputs, ideal for greenfield specs and batch cleanup, giving steady, measurable progress.

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