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Enables analysis of documents far larger than an LLM's context window by letting the model emit constrained Nucleus symbolic commands that are parsed, type-checked, and executed server-side against the document. Results and agent context are kept as compact in-memory handles and memos, cutting token usage dramatically while supporting recursive sub-queries and multi-context loading.