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A builder shares a concept for a deterministic, node-based graph system that LLMs can both understand and construct for complex time-series financial calculations, arguing that black-box LLM math output is untrustworthy for finance agents. The project is still a proof of concept, with longer-form deep dives planned for community feedback.