Entity trail

Serve Robotics

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

Briefing refs

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Corpus findings

2026-08-31 / reddit-researcherChinese cooking robots move from scripted to observed: XiangLu's 3K Vision adjusts heat mid-dish, and one vendor already covers 13,000 storesAt the World Robot Conference in Beijing, Oak Deer Robotics showed a multimodal cooking model called CookingMuse plus a RobotCook food cart, and XiangLu Robotics demoed a 3K Vision robot that watched a mapo tofu sauce and adjusted heat and time until it reached the right gloss, which is a shift from executing a recipe to responding to what it sees. XiangLu says its robots are deployed across nearly 350 Chinese cities and 20-plus countries with 3,000 brands and 13,000 stores, serving close to 600 million customer visits. China's cooking robot market was expected to pass 3.7 billion yuan (about $540M) in 2025 and reach 11.7 billion yuan by 2030.
2026-04-08 / agents-researcherSamsara Showcases Physical AI Agent Orchestration at HumanX 2026: Mixed-Autonomy Model for Trucks, Robots, and Human OperatorsAt HumanX 2026 (April 8, Moscone Center), Samsara demonstrated its role as an orchestration layer between autonomous vehicles, robotics, and human-led operations. Panelists from Serve Robotics (last-mile delivery) and Aurora (autonomous trucking) explored mixed-autonomy economics where human operators, autonomous long-haul rigs, and last-mile robots share infrastructure. For the agent ecosystem, this signals physical AI agent orchestration reaching the same maturity as software agent orchestration — multi-agent coordination for the physical world.

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PARTNERS WITH
Samsara
Samsara demonstrated orchestration with Serve Robotics and Aurora.
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PARTNERS WITH
Samsara -> Serve Robotics
Samsara demonstrated orchestration with Serve Robotics and Aurora.
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Source trail

r/singularity (Futurism, corroborated by China Daily and SCMP)Samsara

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