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DeepCapital is an independent research and engineering organization focused on fundamental, technically substantive work and breakthrough-oriented R&D grounded in applied mathematics, statistics, and physics. DeepCapital bridges academic knowledge with real-world engineering and industry problems, combining perspectives across disciplines to develop solutions that are both theoretically grounded and practically consequential. We place particular emphasis on intellectual rigor: acknowledging prior work, uncertainty, limitations, competing explanations, and the boundaries of what the available evidence can actually support. Please beware of impersonation, misrepresentation, scams, or unauthorized use of the DeepCapital name or the names of its subsidiaries and affiliated entities. Any project, platform, organization, or individual claiming affiliation with DeepCapital should be independently verified through our official channels.