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Application demo · Action / agentic operation (ambient)
应用 Demo · 任务执行 / 代理操作(ambient)

Inbox agent — handling 42 emails for you

收件箱代理 — 替你处理 42 封邮件

This is the ambient / background agent scenario the thesis calls out by name: actions flow past, state persists, and what you "come back to check" is that persisted understanding state. Executed actions are presented as auditable, reversible decisions; suspected phishing is isolated as a risk hypothesis; high-risk items aren't decided unilaterally — they pause in the intervention zone for your call. Human intervention is a core feature here.

这是论点里明确点名的 ambient / 后台 agent 场景:动作流过、状态留存,你“回来查看”的是那个留存的理解态。已执行的动作作为可审计、可撤销的 decision 呈现;疑似钓鱼作为 risk 假设已隔离;高风险项不擅自决定——暂停在干预区等你拍板。人类干预在这里是核心特性。

Inbox agent · handling this morning's 42 emails for you
Triage and process the inbox to your preferences; anything that needs your call is paused, waiting for you
Back to review35 handled / 2 paused
Your question
The inbox agent has been running in the background all morning. Quickly grasp what it did for you and what still needs you
My read
still forming — don't trust me yet…
Why I think so
42 emails: 28 newsletters/promos, 9 need you personally, 5 I can handle for you fairly sure
Because classified by your historical rules, high hit rate.
how I confirmed this ▾
Done on your behalf: archived 28 newsletters + replied to 3 routine confirmations fairly sure
Because all 28 matched the "newsletter/promo" rule; the 3 were low-risk routine confirmations (wording attached).
how I confirmed this ▾