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Apple: parallel-track experts and low-bit device-model architecture

Combined a parallel-track mixture-of-experts server architecture with a device-model design using KV-cache sharing and two-bit quantization-aware training, alongside multilingual/multimodal post-training.

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Combined a parallel-track mixture-of-experts server architecture with a device-model design using KV-cache sharing and two-bit quantization-aware training, alongside multilingual/multimodal post-training.

Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.

Scientific scope

The original 2025 architecture report is one paired device/server contribution, not separate achievements for every feature or language. Provider benchmark evaluations and secure-compute context do not establish a general correctness, privacy or safety guarantee.

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English catalogue narrative

Apple: parallel-track experts and low-bit device-model architecture

Combined a parallel-track mixture-of-experts server architecture with a device-model design using KV-cache sharing and two-bit quantization-aware training, alongside multilingual/multimodal post-training.

Scientific scope

The original 2025 architecture report is one paired device/server contribution, not separate achievements for every feature or language. Provider benchmark evaluations and secure-compute context do not establish a general correctness, privacy or safety guarantee.

Reading status

This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.

People and systems

Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.

Original sources