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Applied AI·September 21, 2026·1 min read

A researcher says a flaw in Meta's Muse app for Mac lets any app or terminal command gain access to the token that authenticates users to their Muse account

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Highly privileged AI assistants turn client-side auth into a crown-jewel target. If you’re shipping desktop agents with broad system access, treat local tokens like production secrets—harden storage, constrain scopes, and assume other apps on the box are hostile.

Applied AI

Some startups, like Harvey, Abridge, Ramp, and Rogo, are embracing open-weight models or training their own models to reduce expensive reliance on frontier labs

When a $15.6 billion legal startup like Harvey starts leaning into open-weight or self-trained models, the cost and control calculus around frontier APIs is shifting. If your gross margins depend on third-party model pricing, you should be running serious build-or-borrow analysis on domain-specific open models this quarter.