Company profile
Mirai Labs
- Industry
- Technology, Information and Internet
- Employees
- 16
- Headquarters
- San Francisco, California
- LinkedIn followers
- 1,466
- Office locations
- 2
Mirai Labs company summary
Mirai Labs is a company in the Technology, Information and Internet industry, headquartered in San Francisco, California. On LinkedIn the company has around 16 employees and 1,466 followers. The company lists 2 office locations. Its listed specialties include ai, ml, on-device ai, sdk.
What technology does Mirai Labs use?
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About Mirai Labs
We believe in the trinity: model, inference stack, hardware. Companies that focus on a single component of this trinity lack sovereignty and are constrained by the architectural choices made by others. Most labs treat on-device models as scaled-down versions of their cloud-focused cousins. But LLM architectures that evolved for the cloud are not well-suited to on-device setups. Cloud LLMs operate in the arithmetic-bound regime. Mainstream architectures aim to maximise total token throughput by reducing the amount of computation performed per request, and they treat device memory as an unlimited resource. But for on-device deployment, memory is the main bottleneck, both in terms of throughput and the size of the resident set. When designing our on-device architecture, we focus on three core objectives: increasing the arithmetic intensity of the decoding stage, reducing the size of the resident set, and maximally utilising the GPU neural accelerators. This leads us to models that differ from traditional autoregressive transformers in a number of meaningful ways.
Specialties
Where is Mirai Labs located?
Mirai Labs lists 2 office locations.
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Frequently asked questions about Mirai Labs
What does Mirai Labs do?
We believe in the trinity: model, inference stack, hardware. Companies that focus on a single component of this trinity lack sovereignty and are constrained by the architectural choices made by others. Most labs treat on-device models as scaled-down versions of their cloud-focused cousins. But LLM architectures that evolved for the cloud are not well-suited to on-device setups. Cloud LLMs operate in the arithmetic-bound regime. Mainstream architectures aim to maximise total token throughput by reducing the amount of computation performed per request, and they treat device memory as an unlimited resource. But for on-device deployment, memory is the main bottleneck, both in terms of throughput and the size of the resident set. When designing our on-device architecture, we focus on three core objectives: increasing the arithmetic intensity of the decoding stage, reducing the size of the resident set, and maximally utilising the GPU neural accelerators. This leads us to models that differ from traditional autoregressive transformers in a number of meaningful ways.
How many employees does Mirai Labs have?
Mirai Labs has around 16 employees on LinkedIn.
Where is Mirai Labs headquartered?
Mirai Labs is headquartered in San Francisco, California.
Where does Mirai Labs have offices?
Mirai Labs lists 2 office locations, including San Francisco, California, US; Hermosa Beach, California, US.
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