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Instinct, an AI personal agent company founded a year ago with 14 employees, has reached a $10 billion valuation. Founder Noah Shinn discussed its product and business model on the podcast "Invest Like The Best." Instinct has no standalone app; users book flights and cancel subscriptions through text messages, phone calls, and emails, and its annualized transaction volume has reached the $1 billion scale, about half of which comes from business travel. It is free for users, and the company charges commissions to merchants that profit from transactions; Noah explicitly rejects the advertising model. About 40% of users link a credit card after roughly three weeks of use, and this group has a retention rate of about 80%.
Instinct, an AI personal agent company founded a year ago with 14 employees, has reached a $10 billion valuation. Founder Noah Shinn discussed its product and business model on the podcast "Invest Like The Best." Instinct has no standalone app; users book flights and cancel subscriptions through text messages, phone calls, and emails, and its annualized transaction volume has reached the $1 billion scale, about half of which comes from business travel. It is free for users, and the company charg
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TencentDB Agent Memory introduces a pluggable decision service and adapts to the JEV decision model, delegating "whether to recall, which candidate assets to select, and whether to trigger a memory update" to an independent interface for judgment. In Skill recall tests, the input tokens repeatedly injected by the main model dropped from 24.96M to 15.04M, a reduction of nearly 40%, while the task success rate remained essentially flat; the number of long, difficult problems passed on SWE-bench Pro rose from 30% to 40%. On the memory generation side, total cost fell by 13.8%, L3 generation calls decreased by 39.7%, and JEV judgment cost accounted for only 0.72% of total cost.
TencentDB Agent Memory introduces a pluggable decision service and adapts to the JEV decision model, delegating "whether to recall, which candidate assets to select, and whether to trigger a memory update" to an independent interface for judgment. In Skill recall tests, the input tokens repeatedly injected by the main model dropped from 24.96M to 15.04M, a reduction of nearly 40%, while the task success rate remained essentially flat; the number of long, difficult problems passed on SWE-bench Pr
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