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Doubling photocathode coverage with cost-effective MCP-PMTs cuts underground muon direction reconstruction error to just 6掳 while boosting detection efficiency by 59%, successfully isolating CJPL's first up-going neutrino-induced event.
A single minimal infinite-state tool can elevate finite-precision models to Turing completeness, while finite-state tools add virtually no expressivity.
LLMs exhibit significant brittleness in combinatorial reasoning, particularly with ordered and indistinguishable elements, highlighting critical gaps in their understanding of constraints.