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Bad news: your AI application isn't that special

Venture capitalists and tech observers warn that most AI-powered applications lack defensible advantages. As foundation models improve and become cheaper, thin wrappers around tools like ChatGPT face commoditization. Businesses building on top of AI without proprietary data, unique workflows, or deep integration risk being undercut by the model providers themselves or by better-funded competitors.

Australian startup Quantum Lock applies quantum physics to detect cyberattacks on embedded devices

Matched: Australia

Australian startup Quantum Lock is using quantum physics to detect cyberattacks on embedded devices in critical infrastructure. The technology offers continuous monitoring to identify compromised devices, moving beyond traditional point-in-time security checks. The approach targets sectors where embedded systems are common and difficult to secure, positioning the startup as an early mover in quantum-based cybersecurity for industrial and critical infrastructure environments.