Group Sense (China)

Scorecard-Driven Dynamic Model Routing in Multi-Agent Pipelines: A Bayesian Risk Analytics Framework for Cost-Aware LLM Orchestration

Abstract The deployment of Large Language Models (LLMs) across multi-agent pipelines introduces an acute multi-objective resource allocation problem under operational, financial, and safety uncertainties. While commercial and open-source gateways predominantly rely on static list...

Amplification of computational power by the multiplication of bacteria exploring microfluidic networks encoding mathematical problems

Computational resources required for solving NP-complete problems grow exponentially with a polynomial increase in problem size. This exponentially increasing computational resource is runtime for sequential electronic computers and space for massively parallel DNA computing. Her...