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DeepSeek Harness(dsh)용 네이티브 Rapid-MLX 프로바이더 — dsh가 settings.yaml 대신 서버에서 모델 정보를 읽습니다.

Muxiva가 오케스트레이션하는 DeepSeek Harness용 로컬 우선 양방향 음성

Session-aware local notes for DeepSeek Harness: capture notes and page selections in a floating Apple Notes style panel, let the LLM classify topics, auto-inject convention notes into the system prompt, and dispatch todos with recall context to active sessions.

Ink-and-paper Apple-inspired theme for the DSH web client with a handwritten jimmy sidebar brand.

Apple on-device Vision tools for text-only dsh models: local OCR (zh-Hans + 30 langs), image classification, face detection, document layout, and a combined describe — 100% offline, no API key, tall-screenshot slicing.

DSH 会话界面的可编排工作流：Plan→Action→Review 三阶段可视化画布（@xyflow/react 基座），动态连线携带语义注入下游，多维度 Review 审核闭环，Apple 级动效。

DSH용 Xcode AI 통합: Xcode MCP 도구 26개(mcpbridge) + Apple 플랫폼 스킬 + Xcode Intelligence 스타일 페르소나(에이전트 프리셋 또는 전역 번들)