Meta, OpenAI and Uber Just Taught AI Agents to Talk First. What About When to Stay Quiet?
Meta, OpenAI, and Uber just flipped the agent interaction model from pull to push. Now the hard problem shifts: when to interrupt, and with what.

Why it matters
Three major launches (Meta Muse, OpenAI Dots, Uber driver assistant) share a pattern — agents that initiate contact rather than wait for user queries. This moves the engineering challenge from response quality to interruption timing and channel selection, solvable via classical ML and decision models.
The key facts
5 to knowMeta Muse, OpenAI Dots, and Uber driver assistant all ship with proactive agent initiation
Shift from pull (user-initiated) to push (agent-initiated) interaction model
New problem: when to interrupt, on which channel, and with what offer
Classical ML and decision models presented as solution to timing/channel selection
Three launches share one pattern — suggests emerging product category
Go to the source
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Publisher excerpt: TL;DR: Meta’s Muse, OpenAI’s Dots and Uber’s driver assistant share one bet: the agent speaks first. That moves the hard problem from what to answer to when to interrupt, on which channel, and with what offer. Classic ML and new decision models can solve it. Three launches, one pattern From pull to…