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Use for Rust-to-MLX native C/C++ FFI work: opaque handles, C ABI, build.rs/CMake, MLX lifetime safety, native smoke tests, and unsafe Rust review.
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
SOC 직업 분류 기준
| name | gemma4d-rust-mlx-ffi |
| description | Use for Rust-to-MLX native C/C++ FFI work: opaque handles, C ABI, build.rs/CMake, MLX lifetime safety, native smoke tests, and unsafe Rust review. |
Use for native MLX shim, Rust FFI wrappers, CMake/build.rs integration, unsafe Rust, or ABI changes.
native/gemma4_mlx/include/.crates/gemma4d-ffi.Diagnose Gemma 4 MTP acceptance and speculative decoding behavior in Helios using real-context prompts, trace records, and exactness gates.
Profile and optimize Helios native MLX/C++ execution paths with A/B evidence, memory gates, and feature-flagged experimental kernels.
Build and run Helios real-context A/B benchmarks with deterministic workload manifests, correctness gates, and decision artifacts.
Use for tiny16 MacBook profiling: memory pressure, context-length limits, TTFT/decode metrics, cache effectiveness, MTP acceptance, and release-gate benchmark reports.
Use for dynamic LoRA/QLoRA adapter import, validation, loading, routing, adapter-aware KV cache keys, aLoRA planning, and adapter memory residency.
Use for Gemma4D KV cache, prefix cache, SSD cold tier, cache manifests, cache-key correctness, quantized/compressed KV experiments, and restore parity.