Unverified50% confidenceObservationExact time
The author observed that batch programmatic computation tasks run on a virtual machine consume almost no tokens, while launching the LLM is what consumes tokens.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/2/2026
First Seen
Valid until: 12/31/2026
Sources
Related Entities
Related Claims
UnverifiedVendors prefer to use real machines rather than virtual machines for training because operations trained in virtual machine environments tend to fail when transferred to real machines.66% similarUnverifiedTraditional full virtual machines (such as complete VMware or KVM instances) offer strong isolation but are slow to start and consume significant resources.65% similarVerified容器共享宿主机内核而非模拟完整硬件，因此启动速度可达毫秒级，资源开销远低于传统虚拟机64% similarUnverifiedVirtualization technology achieves near-native performance by allowing guest code to execute directly on the physical CPU, whereas an emulator reproduces the target device at the register level without relying on equivalent functionality of the host hardware.64% similarUnverified演讲者建议创业者从一开始就使用微型虚拟机，因为系统技巧可以掩盖性能问题但无法掩盖安全漏洞61% similar
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