Autonomous Ad Budget Allocation with LLM x Mathematical Optimization: A 'Zero-Hallucination' Marketing AI Architecture using LangGraph and PuLP

Is it really safe to let an LLM directly control a company's advertising budget?When marketers or business leaders ask this ...
Science

Deciphering pervasive domestication and active “dark matter” of proviruses in prokaryotes via precision border mapping

Proviruses are widespread components of prokaryotic genomes, yet their characterization is impeded by border identification ...
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laboration Suite. In this domain, in order to provide a fluid user

covering all the hot paths through the loop. the VM would start tracing there. When the inner loop exits, the VM would detect that a different branch was taken. The VM would try to record a branch ...