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Our work unifies these strands by delivering within a socially acceptable ear‑mounted form factor.

The data support the hypothesis that a improves efficiency and reduces perceived cognitive load. The greatest gains were observed in socially sensitive tasks (

A (N = 500) approximates belief bₜ(s) . The policy π(bₜ) is derived via Monte‑Carlo Tree Search with a reward function that balances task utility , social intrusiveness , and privacy cost .