Speak-to-Objective is a modular agentic pipeline that translates spoken or written commands into fully differentiable objective functions for optofluidic microparticle assembly using LLMs, inverse solvers, and experimental platforms.
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A multi-LLM council scores predictive processing papers on an expert ontology, maps results in 3D hypothesis space, and introduces a dispersion metric showing greater spread in global versus local oddball paradigms.
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Agentic Language-to-Objective Synthesis for Optofluidic Assembly
Speak-to-Objective is a modular agentic pipeline that translates spoken or written commands into fully differentiable objective functions for optofluidic microparticle assembly using LLMs, inverse solvers, and experimental platforms.