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OpenClaw Powers AI Super Individual Contest

OpenClaw Powers AI Super Individual Contest

OpenClaw, a viral open-source AI tool, highlights one-person company boom and links to GDPS 2026 contest seeking AI super individuals. Contest rules emphasize free topics, uniform compute, 3-month real-data validation, and enterprise vs. individual matchups. It doubles as industry scouting for Shanghai's AI ecosystem.

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Cybersecurity Must Protect Physical Reality

As industrial systems, infrastructure, robots, and AI agents gain the ability to change physical conditions, cybersecurity must protect actions and outcomes—not only data and access. The article argues that future defenses need to evaluate whether an authorized action is appropriate for the current environment, state, and safety boundaries.