Research & References

Diving deeper into the foundations and innovations behind our approach.

Key Papers

BitNet b1.58: The Era of 1-bit LLMs

Microsoft's breakthrough in ternary quantized LLMs achieving full-precision performance at 1.58 bits per weight.

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DeepSeek: Open Source Language Models

A robust open-source model that sets the benchmark for modern LLM capabilities and performance.

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Supporting Technologies

gRPC Protocol

Efficient and secure communication framework for distributed systems, underpinning our MoE synchronization and data transfer.

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NVIDIA PTX (Parallel Thread Execution)

Low-level parallel computing language used for GPU optimization and experimental quantum bit simulations.

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Google XLA (Accelerated Linear Algebra)

A domain-specific compiler for linear algebra that optimizes TensorFlow and JAX operations, targeted for TPU environments.

Explore XLA