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Fourteen percent of AI agents go live with full approval. The rest are running anyway — chaining tasks, spawning sub-agents, crossing system boundaries at machine speed with more access than any human employee would be granted. The identity stack can tell you who logged in. It cannot tell you wheth…
In 2023 the industry standard for revenue AI was to pass an entire call transcript into a language model and hope. Gorish Aggarwal tried it, watched it fail at producing basic next steps, and stopped treating the transcript as the product. Sybill spent the next eighteen months building an org-level…
Ad click-through rates are going up and on-site conversion is going down. Hao Sheng watches both sides of that scissor across roughly 80 million clicks a month, and his diagnosis is uncomfortable: part of the traffic you are paying for is agents clicking your ads, and an agent never fills out a for…
The ad shipped. The creative looked great. The campaign went live. Performance stalled anyway. Not because targeting failed, not because the budget was wrong. The team scaled ad volume faster than its ability to learn. Most performance marketing failures are not media problems. They are feedback lo…
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