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

  1. ALEPH — biologically-inspired AI runtime on embedded hardware. Security by design: immune system architecture, SHA256 whitelist, stateful iptables, anomaly clas

    ALEPH is a new AI runtime designed for embedded hardware, drawing inspiration from biological immune systems for security. It features a SHA256 whitelist, stateful iptables, and an anomaly classifier to differentiate between inference loads and denial-of-service attacks. The system operates without cloud connectivity, pre-trained weights, or large language models, and has reportedly run for over 407,000 ticks without any crashes. AI

    IMPACT This novel runtime could enable more secure and self-sufficient AI applications on resource-constrained embedded devices.