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  • Edge TPU vs NPU: Picking On-Device AI Hardware

    Edge TPU vs NPU: Picking On-Device AI Hardware

    Phones and IoT devices ship NPUs, TPUs, and DSPs for local inference. A decision guide without product rankings.

  • AI for Satellite Imagery: From Flood Mapping to Supply Chain Intel

    AI for Satellite Imagery: From Flood Mapping to Supply Chain Intel

    Satellite AI detects deforestation, floods, and port activity from orbit. A workflow for analysts using commercial imagery platforms.

  • Photonic Chips for AI Inference: Light vs Electrons

    Photonic Chips for AI Inference: Light vs Electrons

    Photonic processors use light for matrix math with potential speed and energy wins. Where the technology stands for inference workloads in 2026.

  • DNA Storage and AI: Could Your Data Live in Genomes?

    DNA Storage and AI: Could Your Data Live in Genomes?

    DNA offers extreme density for archival storage; AI helps encode and retrieve it. Status, limits, and why it is not your next SSD.

  • Neuromorphic Chips vs GPUs: When Brain-Inspired Hardware Wins

    Neuromorphic Chips vs GPUs: When Brain-Inspired Hardware Wins

    Neuromorphic hardware promises ultra-low power inference for sensors and robots. Learn when it beats GPUs and when it is still lab curiosity.

  • Wave-Based Neuromorphic Hardware: Obstacle Avoidance Without a GPU

    Wave-Based Neuromorphic Hardware: Obstacle Avoidance Without a GPU

    Scientists controlled a robot using physical wave interactions as computing hardware. A plain-language explainer on wave reservoir computing.

  • Biohybrid Robots That Jump, Swim, and Grip: How Co-Design Works

    Biohybrid Robots That Jump, Swim, and Grip: How Co-Design Works

    Nature Communications research co-optimized muscle tissue and hydrogel scaffolds for large deformations. How computational design accelerates living robots.

  • AI for Rare Disease Diagnosis: A Responsible Workflow

    AI for Rare Disease Diagnosis: A Responsible Workflow

    AI can narrow differential diagnoses from phenotypes and genomics, but misdiagnosis risk is high. A clinician-aware workflow with verification steps.

  • The Frog-Muscle Robot: Why Scientists Built a Biohybrid Manta Ray

    The Frog-Muscle Robot: Why Scientists Built a Biohybrid Manta Ray

    Researchers used bullfrog skeletal muscle to power a light-controlled swimming robot. The science, speed records, and ethics of living tissue actuators.

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