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Multi-source AI news clustered, deduplicated, and scored 0–100 across authority, cluster strength, headline signal, and time decay.

  1. Sketch-to-Layout: A Human-Centric Computational Agent for Constraint-Aware Synthesis of Modular Photobioreactors

    Researchers have developed a computational agent designed to simplify the design and maintenance of building-integrated photobioreactors (PBRs). This agent uses a Constraint Satisfaction Problem (CSP) solver to translate user sketches into fabrication-ready configurations, successfully handling complex layouts up to 15x15 grids. Additionally, a computer vision system has been created to monitor algae health from photographs, enabling autonomous maintenance and supporting the goal of scalable carbon capture systems. AI

    IMPACT This system could democratize the design and maintenance of carbon-neutral architectural elements, potentially accelerating the adoption of sustainable building technologies.